{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n",
      " \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0cEuBBw1yS4RFRERERCTN0DOp4q3586FrV6hXDz76CIKCkn5/xoyuqM2VC8aOhYMHYfJkCAhIkbgiIiIiIuJbPilSjTG5gBnArUCstbanMSYcKA8sttaO8sV1JZVZudI9YxoSAgsWQHDwtY0LCHDLg/PkgVGj4PBhmDYNMmXybV4REREREeHMmTNk8uHP3r5a7tsZmGGtDQGyG2MGAAHW2nuAksaY0j66rqQWX37plveWKQNLlkC2bNc33hh48UUYPx4+/hhatoTjx32TVUREREQkDYmLi6NUqVIAFCpUiFOnTgEwbdo0nnjiiSTHLliwgA4dOvg0n6+K1ANABWPMLcBtQAlgTuKx5UCtSwcYY3oYY2KMMTH79+/3USzxC998A82aQcGCrhnSZTqKXbN+/eD9992sbMOGbvmviIiIiIhc1u7du3nhhRc4evQoL7zwAidPnmTo0KGcPXuWpUuXUr9+/STHN27cmD/++IOTJ0/6LKOvitS1QDGgD7AVyAj8lnjsIJD/0gHW2nestSHW2pB8+fL5KJZ4bvt2aNTIzZyuWOG2l7lZXbvC3LmwcSPcey/s2XPz5xQRERERSYNy5cpFu3btyJkzJ+3atSNLliy0bduWDBkysGrVKsaOHcvdd99N1apVWbJkCQB9+vShbNmylC1bljvvvJMDBw5QpUqV86/dd999yZrRV42ThgGPW2uPGmOeBkYDUxKPZUNdhdOnXbugQQOIj4fISChWLPnO3aYNLF3qlhDXqgUREZC4hEFERERERJzly5czb948Dhw4wIQJEzh69CgTJ06kUaNGFCpUiOjoaB577DEee+wxqlevDsC+fft46623CA0N/cf5IiMjGTBgQLJm9FWRmguoaIxZD1QDxuCW+K4HKgE/+Oi64q/++MMVqIcPwxdfQNmyyX+NevVg1Spo2tQVqsuXQ8WKyX8dEREREZHr0bcvbNrk22vceSdMmHDVt1WtWpUCBQrQp08fAHr37s2ZM2fo168fhw4dAuDw4cNcuLo1MDDpsjHDlbaQvEG+KlJfBt7HLfn9EngdWGOMKQQ0Bar76Lrijw4fhsaN3Uzq8uVQpYrvrnXXXRAV5ZYU16kDixdDjRq+u56IiIiISCpStGhRli1bRnh4OIGBgcTHx1OnTh1atGjBsmXLOHHiBL/++utFReq5c+eSPKe1Nlkz+qRItdZGA/++8DVjTCjQEHjFWnvEF9cVP3TiBDRvDlu2wGefuRlOXytfHtatc42UGjaETz91RbKIiIiIiBeuYYYzJR08eJDQ0FBatGjBmjVr2LVrF2PHjuXgwYOsXLmSY8eOkSNHjvPvP3DgAJ07dyZr1qz/OFdcXByFChVK1ny+mkn9B2vtIf7u8CvpwZkz0LYtrF8Ps2enbKFYrBisWQNNmrjtaaZPh/btU+76IiIiIiJ+KiAggF27drFp0yZ27txJxowZAQgLC6NZs2a0bdv2/Hvj4+P5+uuviYqKokKFCimSL8WKVEln4uLgoYfc8t733oN27VI+Q/78rkFTy5bQoYNbdtyjR8rnEBERERHxM9HR0fzyyy8cPHiQevXqAXDrrbdy7Ngx8ubNe/59kZGRBAUFUb58+RTLpi67kvwSEqB7d7fMdsIE6NbNuyw5c8Lnn7t9WXv2hDFjIJnXzIuIiIiIpCYJCQkMHDiQtWvXMnToUACOHj1Ku3bteOONN1iwYAFjxozhzJkzDBw4kP79+yd7c6SkqEiV5GUt9OsHH3wAw4fDU095nQiyZIF589zM7uDBMGCAClURERERSbfOnDkDwKlTp+jXrx+VKlWiWbNm9O3bl65du7Jy5UqioqKIjo6mcOHC9O3bN0XzmeTuxJQcQkJCbExMjNcx5EYMGwYjR7pC9bXXwBivE/0tIcEVzRMnQlgYvP02XKWdtoiIiIjI9dq6dSvlypXzOsY1sdZijCE+Pp6AgIBkP/+V/i2MMbHW2pDLjdFP6JJ8xo93BWpYmP8VqAAZMsB//gO5c7uchw/DzJmQKZPXyUREREREPGESf2b3RYF6o7TcV5JHeDj07w8PPADvvON/BepfjIERI9yzsp9+6rbHOXbM61QiIiIiIpJIRarcvDlzXKOkJk3cVi9+9FuYK3rqKZg61XX/bdAADhzwOpGIiIiIpCH++FhlSrvRfwMVqXJzli6Fhx+GmjVh7lxI3GMpVejSxc2mbt4MderAb795nUhERERE0oDg4GAOHDiQrgtVay0HDhwgODj4usfqmVS5cVFR0LYtVKwIixa5LrqpTatWbouaVq1coR0RAaVLe51KRERERFKxIkWKsHv3bvbv3+91FE8FBwdTpEiR6x6n7r5yY2JjoW5dKFzYFav58nmd6ObExrrlyhkywLJlcOedXicSEREREUmzkuruq+W+cv2+/x4aN3ZdciMiUn+BClC1KqxZ4zr9hobC2rVeJxIRERERSZdUpMr12bkTGjaEoCBYsQJuYPreb5Ut64rTAgWgUSNYssTrRCIiIiIi6Y6KVLl2e/e6TrinTsHy5XD77V4nSn5Fi7oZ1XLloHVrmDXL60QiIiIiIumKilS5NgcOuBnUfftcR9+KFb1O5Dv58sEXX7hGSp06waRJXicSEREREUk3VKTK1R07Bk2bwo4d8NlnUK2a14l8L0cOV4y3bAlPPgmjRoEfNhkTEREREUlrVKRK0k6dctuzbNwIc+a4jr7pRebMbu/XLl1gyBB4+mlISPA6lYiIiIhImqZ9UuXKzp2D9u1h9WqYPt0Vq+lNYCC8/z7kygUTJsChQ/Duu+51ERERERFJdvpJWy4vPh4eeQQWLYLJk+Ghh7xO5J0MGeD11yFPHhg6FA4fho8+guBgr5OJiIiIiKQ5Wu4r/2Stew5z1iwYMwYef9zrRN4zxi35nTgRFiyAZs3g6FGvU4mIiIiIpDkqUuVi1sKgQfD22+7vgQO9TuRfnnwSZsxw29TUqwf793udSEREREQkTVGRKhcbMwZeeQV69YKXXvI6jX966CGYPx+2bIE6dWDXLq8TiYiIiIikGSpS5W+TJsFzz7m9QSdOdEtc5fKaN4fly2HPHref6v/9n9eJRERERETSBBWp4kyf7paytmrlutlm0P80rqp2bYiMhNOnoVYtt02PiIiIiIjcFFUi4hoBde3qnrGcPRuCgrxOlHpUrgxr17o9VevWhagorxOJiIiIiKRqKlLTu5Ur3V6oISHuOUttq3L9/vUvWLcOChWCxo3dtj0iIiIiInJDVKSmZ+vXQ+vWUKYMLFkC2bN7nSj1KlLEdfytUAHatHEdgEVERERE5LqpSE2vvvkGmjaFAgVcA6Dcub1OlPrlzQurVsG998LDD8N//+t1IhERERGRVEdFanq0fTs0agTZssGKFa5QleSRPTssXuxmU/v0gREj3N6zIiIiIiJyTVSkpje7dkGDBhAfDxERULy414nSnuBg+Phj14xq+HDo2xcSErxOJSIiIiKSKgR6HUBS0B9/QMOGcPgwfPEFlC3rdaK0KzAQwsPdMurx4+HgQXjvPXVOFhERERG5ChWp6cXhw67z7K+/umdQq1TxOlHalyEDvPoq5MkDzz8PR464LX4yZ/Y6mYiIiIiI39Jy3/TgxAlo0QK2bIFPP4VatbxOlH4YA889B5Mmua1pmjRxxaqIiIiIiFyWitS07swZaNsWvvwSZs50RZKkvF693L////4Hdeu6pdciIiIiIvIPKlLTsrg46NTJLe+dMgXatfM6UfrWoQMsXAjbtkHt2m7ptYiIiIiIXERFalqVkADdu8PcufD66xAW5nUiAbc3bUQE7NsHNWu6glVERERERM5TkZoWWQv9+sEHH/y9BYr4j5o1YfVqOHfOzajGxHidSERERETEb6hITYuGD4f//McVp0OHep1GLqdSJVi7FrJlc8+ofvGF14lERERERPyCitS0Zvx4GDnSLe8dP951lxX/dPvtrlAtVswtA16wwOtEIiIiIiKeU5GaloSHQ//+rkHSO++oQE0NCheGqCi48064/36YOtXrRCIiIiIingr0xUmNMb2ABxM/vQX4KvFa5YHF1tpRvrhuujZnjmuU1KQJzJgBAQFeJ5JrlTs3rFgB990HXbvCoUN6jlhERERE0i2fzKRaaydba0OttaHAGuBHIMBaew9Q0hhT2hfXTbeWLoWHH3YNeebOhYwZvU4k1ytbNli0yM2m9usHQ4a4BlgiIiIiIumMT5f7GmMKA/mBIsCcxJeXA7V8ed10JSoK2raFChVckZMli9eJ5EZlygSzZ8Ojj8KoUdC7t9tKSEREREQkHfHJct8LPAlMBh4Gfkt87SBQ5dI3GmN6AD0AihYt6uNYaURsLLRoAcWLw7JlkDOn14nkZgUEwJQpkCcPvPKKW/o7dSoEBXmdTEREREQkRfhsJtUYkwGoC0QCx4HMiYeyXe661tp3rLUh1tqQfPny+SpW2rF1q3v+NHduiIgA/ZulHcbA2LEwZgzMmgVt2sDJk16nEhERERFJEb5c7lsb+Mpaa4FY/l7iWwn42YfXTft27oQGDSAw0DXcKVLE60TiCwMHui7NS5dC48Zw+LDXiUREREREfM6Xy30bA1GJH88H1hhjCgFNgeo+vG7atncvNGwIp07B6tVur01Ju7p3h1tugU6dIDTULevOn9/rVCIiIiIiPuOzmVRr7XPW2k8TPz4KhALrgbrW2iO+um6aduCAK1B//93NrlWs6HUiSQkPPOCaYm3fDrVqwc8/e51IRERERMRnfNrd90LW2kPW2jnW2t9T6pppyrFj0KwZ7NgBCxdCtWpeJ5KU1KiRW9p94IDbauj7771OJCIiIiLiEylWpMpNOHUKWrVy3XznzIF69bxOJF645x635ZC1ULs2REd7nUhEREREJNmpSPV3587Bgw+650+nTnXFqqRfFSrA2rXuOdV69WDlSq8TiYiIiIgkKxWp/iw+Hh55BD77DN580zXPESlZ0hWqJUq4JeDz5nmdSEREREQk2ahI9VfWQu/ebp/Ml1+GXr28TiT+pGBBt/S3alVo1w7ee8/rRCIiIiIiyUJFqr8aPBjeegsGDXJ/RC6VKxdERLg9cx99FF57zetEIiIiIiI3TUWqP3r5ZRg71s2evvSS12nEn2XN6paDt28PzzwDzz/vZuFFRERERFKpQK8DyCUmTYLnnoOHHoKJE8EYrxOJv8uYEWbOdM2UXnrJbVPz5psQEOB1MhERERGR66Yi1Z9Mnw5PPuk6+H7wAWTQRLdco4AAtzw8Tx43E3/4MHz4oStgRURERERSERWp/mLBAujaFerWhdmzISjI60SS2hjjZlJz54Znn4UjR+CTT9ySYBERERGRVEJTdf5g5Ur3TGFIiCtWg4O9TiSp2TPPwLvvwvLl0KgRHDrkdSIRERERkWumItVr69dD69bwr3/BkiWQPbvXiSQtePRR+PhjBq5fT3jFirB37/lD7dq1IzIyMsnhCQkJhIaGsnXrVgDCw8MJDQ0lNDSU2rVrU6ZMGV+mFxEREZF0TEWql775Bpo2hQIF3KxX7txeJ5I0JLpIEaIrViTs0CGoVQt++olPP/2UJUuWXHXs66+/Tu3atSlXrhwAjz76KJGRkURGRtK5c2d69+7t6/giIiIikk6pSPXK9u1uKWbWrLBiBRQs6HUiSUPi4uIICwujXI0afDRoEAmHDnGoRg1eHjqUxx9/PMmxP/30E6NGjSJz5sxERUVddOzs2bNMnTqVXr16+TK+iIiIiKRjKlK9sGsXNGgA8fGuQC1e3OtEksZMmzaNYsWKMWLECPbnzEn/Fi3od/Qoo375hRxHjyY5dsSIEfTt25eePXvy9ttvM3/+/PPHpk+fTvv27QkMVM81EREREfENFakp7Y8/oGFDt0XIsmVQtqzXiSQNio2NpVu3buTLl4/OnTuzeP16MrZuTeMCBWDqVIiJSXLsk08+SZ48eWjXrh2rVq06f+z999+nc+fOKXELIiIiIpJOqUhNSYcPQ+PG8OuvsGgRVKnidSJJo8qUKcOOHTsA+OqrryhZsiTf/vwzofny8YEx9H32Wb597bVrHguwY8cOcuTIQW49Oy0iIiIiPqQ1eynlxAlo0QK2bIGFC6F2ba8TSRrWrWuKe30AACAASURBVFs3unbtSo0aNTh58iTTpk2jYsWKAAwfNIjQxYupOGAAwyIjaTV8OFWrVj0/dvTo0fTs2ZNTp06RM2dOPv30UwCWLl1KvXr1PLkfEREREUk/jLXW6wz/EBISYmOSWI6Y6pw5A61auedPP/oIHnjA60SS3p08Ce3awdKlMGYMDBzodSIRERERSUeMMbHW2pDLHdNyX1+Li4NOndwWM1OmqEAV/5AlC8yfDx07wqBB8PTTcOSI16lERERERFSk+lRCAnTvDnPnwuuvQ1iY14lE/pYxI0yfDk8+6f73WbAgdO0Ka9eCH66wEBEREZH0QUWqr1jrZqc++ACGDYO+fb1OJPJPGTLAxImwYQN06QKffuqely5XDl591XWjFhERERFJQSpSfWXECHjjDVecDhvmdRqRpIWEwFtvwd698P77kDcvPPssFC7snl39/HO3r6+IiIiIiI+pSPWF1193RWq3bvDaa2CM14lErk3WrH8v+f3+e3jqKVi9Gpo2hRIlYPhw+OUXr1OKiIiISBqmIvUCAwcOJDw8HIC+ffsSGhpKlSpViIqKSnLctm3bqPLXnqfh4Rx9+mma5s9Po127qFGrFvv27fN1dJHk99eS399+g48/hvLlYeRIV6w2aQKffAJnz3qdUkRERETSGBWpiaKjo4mOjiYsLIyvv/6aLFmyEBkZSXh4OEOHDr3iuM2bN/PMM89w8OBB94N8jx7MKFeOXm++yfKICB544AEmT56cgncikswyZvx7ye/OnTBkiNvv94EHoEgReOYZ2LrV65QiIiIikkaoSAXi4uIICwujXLlyfPTRR1SqVImXXnoJgN9//52CBQtecWy+fPmYN28enDrltpqpUYNeMTG0uv/+axovkqoUK+aWsv/8MyxZ4posvfGGm2WtVcs1CjtxwuuUIiIiIpKKqUgFpk2bRrFixRgxYgT79++nf//+AJw5c4YhQ4bw3HPPXXFsoUKFCFq/HvbvhwoVYNEitwclsH37dpYsWUKXLl1S5D5EUkxAgHtOde5c2L0bXnnF/X+gWzcoVAh69YLYWG1lIyIiIiLXTUUqEBsbS7du3ciXLx+dO3dm5cqVAPTu3ZuwsDAqVqyY1GBo3tz90L5sGeTMCcCJEyfo0qUL77//PpkzZ06J2xDxRv78rhPwtm0QFQVt2sDUqa5jcJUq8OabcOiQ1ylFREREJJVQkQqUKVOGHTt2APDVV19RsmRJXnrpJTJlysQTTzxx5YFbt7oGMrlzQ4ECkC8f4JYPd+jQgaeffpqQkJCUuAUR7xnjlv9OnQp79sCkSW4f1t693exq586uU7BmV0VEREQkCSpSgW7duhETE0ONGjUYNGgQI0aM4IUXXmDjxo3UqlWLtm3bAjBs2DBiY2PdoJ07oUEDN4O6YoX7O9F7771HZGQkb7zxBrVq1eLFF1/04rZEvHPLLX8v+Y2NhbAw+OwzCA2FMmVg7Fj4/XevU4qIiIikKhfuRjJ16lQqV65Mq1atOHLkyBXHrFu3jnr16lGzZk0GDx4MwNmzZylSpAihoaGEhoayePHiFMl/rYz1w1mNkJAQGxMT43WMK9u7180YHTzoZoaSWg4sIs7Jk+4Z1nffdcuCAwKgZUt47DFo3BgCA71OKCIiIuK3oqOjGThwIKtWrWLv3r00bdqUr776iqioKNauXcvIkSP/McZay7///W9WrVpFgQIFaNKkCYMGDSI4OJi5c+cybtw4D+7EMcbEWmsvu+xUM6nXKz7ePYP6+++uu6kKVJFrkyXL30t+t22D/v3hf/+DFi2geHG3tc3OnV6nFBEREfE7l+5Gsn79eho3bkxwcDD169dnw4YNlx13+vRp4uLiKFCgAABFixblyJEjrFu3jsWLF1O9enWaN2+e5EysF1SkXq+AABg1ChYsgOrVvU4jkjr9teR31y43u3rHHTB6NJQsCQ0bwuzZcOaM1ylFRERE/MLldiMpXLgwAAEBAZy5ws9NmTNnpkKFCrz11lvMnz+fiIgIGjRoQPXq1YmIiGD9+vXUrFmTKVOmpOTtXJWK1BvRrBnUr+91CpHUL2NGaNvWrUr45Re3B+v27dChAxQuDE8/DVu2eJ1SRERExFOX7kYCbjeRvxw9evSKY+fMmcPtt9/O+PHj6dOnD1mzZqVKlSrni9wKFSrw/fff+/YGrpOKVBHxD7fdBkOHwk8/wfLlUK8eTJzo9h+uUQPeew+OH/c6pYiIiEiKu3Q3ktKlS7N27VoAduzYQa5cua44NjAwkNKlS3Ps2DF69+4NQPv27dm2bRsA8+bNo3Llyj6+g+ujIlVE/EuGDG7J75w58Ntv8NprcPgwPPooFCwIPXpAdLS2shEREZF049LdSF577TVy5sxJjx496NixI927dwcu2Y3kAgMGDOC1114jKCgIgNGjR9OxY0cqVqxIpkyZePzxx1P0fq5G3X1FxP9ZC19+6ToDz57tOgVXrOg6Az/8sNurWERERCQdiY+P57PPPiN//vzcc889fx9ISHC/5H/8ccie3buAV6HuviKSuhnz95LfvXvh7bchOBieegoKFYKHHoJVq9wXZREREZF0ICAggDZt2lxcoJ4753ZTGDDA/WI/lVKRKiKpS44cfy/53bTJfbx0qWtmVro0vPQS7NnjdUoRERGRlHXyJNx3H8ycCWPGuBVnqZSKVBFJvSpVgv/8xxWlM2ZAsWLw/POuCVOrVrBwIcTFeZ1SRERExLeOHIEmTdyOCW+/DQMHep3opvi0SDXGTDLGtEz8ONwY86Ux5gVfXlNE0qHMmf9e8rt9u/vCvGEDtG4NRYvCc8/Bjz96nVJEREQk+e3fD3Xrwvr1MGuWW2WWyvmsSDXG1AYKWGs/M8a0BQKstfcAJY0xpX11XRFJ526/3S35/fVXWLAAqlaFsWPd6/XquSUwp097nVJERETk5v36K9SuDdu2uRVkDz7odaJk4ZMi1RgTBEwBfjbGtAZCgTmJh5cDtS4zpocxJsYYE7N//35fxBKR9CQoyC35/ewz9wV81Cj4+Wfo1Mk1W+rTB775xuuUIiIiIjfmhx+gVi34/Xe3x3yTJl4nSja+mkntAnwPvALcDTwJ/JZ47CCQ/9IB1tp3rLUh1tqQfPny+SiWiKRLhQu7Z1V37IAVK6BxY/e8RqVKUK0aTJkCx455nVJERETk2mzc6GZQz5yByEhXrKYhvipSKwPvWGt/B6YDUUDmxGPZfHhdEZEry5DBdQGeNcs1W5owAU6ccM9uFCwIjz7q9mP1w/2jRURERACIinLPoGbODGvWwJ13ep0o2fmqWNwBlEz8OAQozt9LfCsBP/vouiIi1yZPHrfP6rffukYDHTu6/cRq1IAKFeD11+HPP30aYffu3SxcuJDff//dp9cRERGRNGLxYrcirFAhWLcO/vUvrxP5hLE+mDEwxmQH3sMt6w0COgALgZVAU6C6tfbIlcaHhITYmJiYZM8lIpKkY8dgzhx4911XuAYFuf3GHnvMzcBmuPj3emfPnqVkyZLcfvvtADRs2JCIiIjzx2NjY/nhhx8oVKjQPy61detWevToQZs2bQgPDyciIgJjDE888QRHjhwhd+7cvPfee+TMmdO39ywiIiKpw6xZ0KWLe1zp888hb16vE90UY0ystTbkssd8UaReIUQuoCEQlbgM+IpUpIqI5777DsLD4cMP4eBBKF4cwsKgWzcoUgSA9evXM3fuXMaNG/eP4Vu3bmX48OHMnj37sqefPXs2ISEhlCpViv79+xMaGsrcuXNp27YtrVq1YsyYMZw+fZrhw4f78CZFREQkVZg8GZ58EurUcV18c+TwOtFNS6pITbFnQ621h6y1c65WoIqI+IW/lvz+9ht89BGUKgVDh0KxYtC8Ocybx7qoKBYvXkz16tVp3rw5R478vUBk2LBhjBw58oqnf/DBBylevDjLli3jyy+/pE6dOmzbto2QEPe1umjRohedT0RERNIha93Wek88AS1awNKlaaJAvRo1MBIRSUpwsNtzbMUK+PFHGDwYNm2Ctm2pPmYMEaGhrP/wQ2rWrMmUKVMA2LFjBwkJCZQpUybJU585c4aFCxeSJ08eAgMD6dixI8OHD2f16tWMGzeO9u3bp8QdioiIiD+yFgYMcDsUPPwwzJ3rmiWlAym23Pd6aLmviPi1uDj4/HNOvf02mZcuhfh4Fv7738zPnZv3Pv+cgSNGUKdOHZo3b35NpxsyZAglSpQgLCyMmJgYwsPD2bNnDwsWLPDxjYiIiIhfio+Hnj3do0e9e8Mbb/yjN0Zq5xfLfUVE0ozAQGjRgvbAtlWr4OWXmffrr1ReswYKFWLJu+/S6Cr7PT/22GOsXLkSgIMHD5IrVy4AKleuzIYNGxg/fryv70JERET80ZkzbhVXeLh71Og//0lzBerVpK+7FRFJRqNHj6bjU09RccYMMnXsyOMREXxbsybFDx8mqFo1qFoV3nqLYQMHEhsbe9HY559/nhGJM67WWlq3bg3A22+/TfPmzSlVqpQXtyQiIiJeOn4cWrZ0S3tffx1GjABjvE6V4rTcV0QkuR06BDNmwJQp8M037vmR9u2he3eoWdPrdCIiIuKPDh50zRmjo90sateuXifyKS33FRFJSblyuedHNm2CDRvcnmaffgq1akESHX9FREQkndq7F+69FzZudLOoabxAvRoVqSIivmIMhITAW2+5bz6PPALDhsHo0V4nExEREX+xc6f7RfbOnbBkCbRp43UizwV6HUBEJF3ImtUt3UlIgBdegIAAGDTI61QiIiLipS1boGFDOH0aVq6EatW8TuQXVKSKiKSUgAB4/31XqA4e7Dr1DRjgdSoRERHxwldfQbNmkCkTREVBhQpeJ/IbKlJFRFJSQAB88IHb/2zgQPd5//5epxIREZGUtHIltG4N+fPDihVQooTXifyKilQRkZQWGAjTprkZ1WeecTOq/fp5nUpERERSwrx50KEDlCkDy5ZBwYJeJ/I7KlJFRLwQGAjTp7tC9emn3Yxqnz5epxIRERFf+uADePRRuPtuWLwYcuf2OpFfUpEqIuKVoCCYOdMVqk895QrVJ5/0OpWIiIj4woQJbuVUw4ZuNjVrVq8T+S1tQSMi4qWgIJg1yz2X0rs3TJ7sdSIRERFJTtbC0KGuQL3/fvjsMxWoV6EiVUTEaxkzwpw50LIlPPEEvPOO14lEREQkOSQkuMd5XnwRwsLgo49cN19JkopUERF/kDEjfPwxNG8OPXvCu+96nUhERERuxrlz8MgjMHGi6+T/7ruuJ4VclYpUERF/kSkTzJ0LTZtCjx7w3nteJxIREZEbceqUW9o7fTqMHg3jxoExXqdKNVTKi4j4k0yZ4NNPoU0beOwx10zpkUe8TiUiIiLX6uhRaNUKoqJg0iTo1cvrRKmOilQREX8THOy6/rVuDd26uX1UO3f2OpWIiIhczf79bkXU5s0wYwZ07Oh1olRJRaqIiD/KnBnmz3e/ie3a1c2oPvSQ16lERETkSnbtgkaN4Oef3ffw5s29TpRq6ZlUERF/lSULLFwI997rZlI/+sjrRCIiInI5//d/UKsW7NkDy5apQL1JKlJFRPxZlixuP7XataFTJ7dVjYiIiPiPTZvc9+lTp+CLL6BOHa8TpXoqUkVE/F3WrLBoEdSs6Zb8fvKJ14lEREQEYO1aCA11jQ/XrIEqVbxOlCaoSBURSQ2yZYPFi6F6ddeEYd48rxOJiIikb0uXumdQ8+d3xWqZMl4nSjNUpIqIpBbZs8OSJXDXXdC+PSxY4HUiERGR9Gn2bNfcsGxZN4NatKjXidIUFakiIqlJjhzw+edQtSo88IB7XlVERERSzttvu1VNNWq4Z1BvvdXrRGmOilQRkdQmRw7XOfDOO+H++90yYBEREfG9MWPg8cehWTP3S+OcOb1OlCapSBURSY1y5oTly+GOO6BtW/dcjIiIiPiGtTBwIAwe/HdviMyZvU6VZqlIFRFJrW65BSIioEIFuO8+N7sqIiIiySs+Hnr0gFdegV69YPp0CAryOlWapiJVRCQ1y5XLFarlykHr1u5jERERSR5nz7qZ03ffheefhzffhAwqoXxN/8IiIqld7tywYoVrfd+qFaxc6XUiERGR1O/ECfd99eOP4dVXYdQoMMbrVOmCilQRkbQgTx5XqN5+O7Rs6boNioiIyI05dMjtgRoRAeHh0L+/14nSFRWpIiJpRb58bha1ZElo0QJWr/Y6kYiISOrz++8QGgoxMTBnDoSFeZ0o3VGRKiKSltx6qytUixVz7fHXrPE6kYiISOrx889Quzbs2AGLFrmt3iTFqUgVEUlr8ueHVaugaFFo2hTWrfM6kYiIiP/7/nuoWRP+/NM9QtOwodeJ0i0VqSIiaVGBAq5QLVwYmjSBL7/0OpGIiIj/2rDBzaAmJEBUFNxzj9eJ0jUVqSIiaVXBgq6BUsGC0LgxrF/vdSIRERH/88UXUK8e5MwJa9dCxYpeJ0r3VKSKiKRlhQq5b7633uoK1ehorxOJiIj4jwUL3KMxxYq5ArVUKa8TCSpSRUTSvsKFXaGaN69rpx8T43UiERER7334oWuMVKmS64hfqJDXiSSRT4pUY0ygMeZXY0xk4p+KxphwY8yXxpgXfHFNERFJwm23uUI1Vy7XCGLjRq8TiYiIeOc//4FHHnFbzaxc6fYbF7/hq5nUO4BZ1tpQa20oUBoIsNbeA5Q0xpT20XVFRORKihZ1hWrOnNCgAXz9tdeJREREUpa1MGIEPPUU3HcfLF4M2bJ5nUou4asitTrQwhgTbYwJBxoAcxKPLQdqXTrAGNPDGBNjjInZv3+/j2KJiKRzxYu7QjV7dleobt7sdSIREZGUkZAAffvC8OHQtSvMmQOZMnmdSi7DV0XqBqCBtfZuIAhoCvyWeOwgkP/SAdbad6y1IdbakHz58vkoloiIUKKEK1SzZIH69eHbb71OJCIi4ltxcdCtm1vm27cvhIdDYKDXqeQKfFWkfmOt3Zv4cQyQF8ic+Hk2H15XRESuRcmSrlANDnaF6pYtXicSERHxjdOnoV071yjpxRdh/HjIoHLEn/nqv840Y0wlY0wA0AZ4kr+X+FYCfvbRdUVE5FrdfrsrVAMD3f5w33/vdSIREZHkdewYNGvmtpr573/hhRfAGK9TyVX4qkgdCUwDNgFfAvOBzsaY8UB7YLGPrisiItejdGlXqGbI4ArVbdu8TiQiIpI8Dhxwq4WiomD6dOjd2+tEco18UqRaa7+z1t5hra1orX3eWnsUCAXWA3WttUd8cV0REbkBZcq4QhWgbl344Qdv80iacezYMZYsWcIWLScXkZT2229Qpw588w3MmwedOnmdSK5Dii3GttYestbOsdb+nlLXFBGRa1S2LKxa5Tof1q0L27d7nUg8cvz4cUqUKEFsbCyhoaHn/2TPnp09e/ZcdszRo0epV68eNWvW5MMPPwTg7NmzNGvWjC1bttCzZ08WLlyYkrchIunZjh1Qsybs2gWffw4tW3qdSK6TnhgWERGnfHm3oXlcnCtUd+zwOpF4YPDgwezbt4+qVasSGRlJZGQkkydPplmzZhQqVOiyY4YMGUKnTp1Yt24d06ZN4/jx42zbto1Bgwbx7LPPMnDgQFavXp3CdyIi6dLmzVCrFhw/7n75GhrqdSK5ASpSRUTkbxUquEL1zBlXqP74o9eJJAWtW7eO3bt3c/fdd1/0+rBhwxg5cuQVx61evZoHH3wQgHr16rFhwwbuuOMOmjdvzubNm3nzzTdp166dT7OLiPC//7miNCgI1qyBkBCvE8kNUpEqIiIXq1gRVqyAkyddobpzp9eJJAWcPn2aZ599lsmTJ1/0+o4dO0hISKBMmTJXHBsQEEC2bNkAyJMnD/v27Tt/bNWqVRw5coS8efP6JriICMCyZdCgAeTLB2vXQrlyXieSm6AiVURE/qlSJTejevy4K1R//tnrROJjw4cPp3fv3hQoUOCi16dMmUK3bt2SHBsUFIS1FnDNkhISEs4f69evH6NGjeLFF19M/tAiIgAff+yeOy1Txs2gFivmdSK5SSpSRUTk8u68082oHjniCtVff/U6kfjQ559/zjvvvENoaCibNm2ifv36ACxZsoRGjRolObZSpUp89dVXAHz99dcUK1aMadOmMXToUAAOHjxIrly5fHsDIpI+vfsudOgA1aq5TvX583udSJJBoNcBRETEj1Wp4grV+vVdoRoZCbfd5nUq8YFNmzad/zg0NJSVK1fy7bffUrx4cYKCgs4fGzZsGK1ataJq1arnX+vVqxePPPIIdevWZevWrVSrVo277rqLhx9+mFq1anHLLbfw/vvvp+j9iEg6MG4cDBgATZrA3LmQJYvXiSSZmL+W5/iTkJAQGxMT43UMERH5y4YNfz/rExkJRYp4nUj8zI8//sj69etp2bIlOXLk8DqOiKRl1sJzz8GYMfDgg/Dhh5Axo9ep5DoZY2KttZftbqXlviIicnV33QXLl8Mff0C9enCF/TIlHTh82P1gWLSoa0wyahT89BOlSpWiU6dOKlDFr/y17y9Aw4YNz+/7O3r06CuO2bx5MzVq1CA0NJSHH36Y+Ph49uzZQ5s2bahbty73338/R44cSalbkEvFx0OvXu7rUM+eMGOGCtQ0SEWqiIhcm2rVXPfEvXvd0t+9e71OJCnpl1+gXz+33HvwYPjXv+DWW2HIEChVCmrWhMmT4cABr5OKnPfXvr/x8fHExcWd3/v3+eefv+KYiRMnMmfOHCIjIzl27Bhr1qzhueeeIywsjC+++IK77rqL119/PQXvQs47exY6dYK334ZBg9zXnIAAr1OJD6hIFRGRa3fPPfD55/Dbb25G9fffvU4kvrZxIzz0kCtEJ06ENm3g66/ds8qrV7vOzy+/7GZYn3gCChSAVq1gzhw4dcrr9JKOXbjv76ZNm9i6dSu1a9emZs2aFz2DfakpU6ZQJPGRhn379lGgQAG2bdtGSOKem0WLFtVMqhdOnnRff2bPhrFj3dcdY7xOJT6iIlVERK5PzZqwdCns2uUK1Qv2xJQ0wlr337h+fahaFRYtgr594aefYNo01/n5L8WKuRmN775zxWvfvhAb654Ty58funVz2xnFx3t3P5LuXLrvb+7cuVm0aBFr1qxh3LhxvPDCC1c9x8yZMylRogRly5alY8eODB8+nNWrVzNu3Djat2/v61uQCx0+DI0auV+SvvOOa5YkaZoaJ4mIyI1ZvRqaNYMSJWDVKrf0U1K3M2dg1ix49VXYsgUKF4annoIePSBnzms/T3y8a7A1YwZ88gkcOwaFCkHHjvDww24fXs2AiA8NGjSIO+64g4ceeojQ0FBWrFgBQGBgIEePHuXOO+/kp59+uuL477//ni5durBixQpuueUWAGJiYggPD2fPnj0sWLAgRe5DcL8IbdLEfU2aMQMeeMDrRJJM1DhJRESS3733uhm2n35ynX///NPrRHKjDh92y+dKlHAznxkyuG6ZP/0Ezz57fQUquGfE6teH995zP2DOng0hIfDGG1C5MlSs6Jbq/fKLb+5H0r1L9/3NlCnT+W2Q5s2bR+XKla84ds+ePXTp0oWZM2eeL1ABKleuzIYNGxg/frzP80uiX36B2rXhhx/gs89UoKYjmkkVEZGbs3IltGjhGumsWgV58nidSK7VL7+4wnHKFDh+3P2y4dlnoWFD38x0/vknfPyxmw1Zt869VqeOa4TywAOQK1fyX1PSvdDQUBYuXEi7du3Yu3cvhQsXZsqUKdx2222X3ff3oYceIioqiuLFiwNuVrZFixZMmjSJffv2MWLECI/uJJ3Zts19LTp2DBYvdo+aSJqS1EyqilQREbl5ERHQsqXbkmTlSsid2+tEkpSvv3ZLemfPdp936ADPPHPxs6a+9tNPMHMmTJ/uZkkyZoTmzV3B2rw5BAenXBYR8Yn4+HjWrFlDhgwZqF27NuZaf/kVG+uW+AYEuK7ylSr5Nqh4QkWqiIj43rJl0Lo1lC/vClXNivkXa91/o1dfdf99smVzz5o+9ZTb89TLXBs3umJ11iy3PDhnTjez2qmTm2nNoKeTxEesdTN2K1fCjh2QL59r+PXXnwIF3N+ZMnmdNNU4fvw4FStWZOfOnXTv3p08efKwd+9e8uXLx6uvvnrFcQkJCdSrV4/J3bpR7v/9P/fLzogIKP3/2bvz+KjKs43jvzOTZZaskLBFVkVkB1mkFjG44oa2QHFB61oqbrjVpbUutfWtS9Gq1VItKlIVFUWruBWj1oVVEBEQyg4CCdlnJpPMzPP+cSYLkEBAkkyS6/v5ROacOWfmGYjJXPM85757NuLopTHtL6TGNfZgRESkhTr9dHjjDbtFwKmn2i1KalzPJU2kvLy6GNK339oFjB58EK66Kjb+fSzLriA8ZAg89JC9ZLwysD7zjN2X9cIL7cDav39Tj1Zagu3b7VD60Uf21/bt9n6vF3y+2s9JTd0ztNYWZCu/WvkqgMretH6/n379+nHDDTdQUlJCdnb2fs+bNm0aJ7RvT+/Jk6FHDzugZmU1zqAl5mgmVUREDq933oGf/cxeOvrhhwdfdEcOj8JCu1XDY4/Zb8L797eX9J5/vr20Ntb5fPDWW3Zgff99u2LwgAF2deALLoBoH0uRAyoqsquRV4bSVavs/RkZdhutU06xC3316AFlZbBrlz2jv3On3Qu68vbe24WFtT9fZaDdX5Ct/HK7G+/voRF8/vnnPPzwwxQUFJCTkwPA1q1befDBB+nWrRs33XRTreetX7+eIf37c2sgwMhevRj12Wf2v4+0aFruKyIijevtt2HcODj2WPjgA0hJaeoRtR6bN8Ojj+5ZDOmWW+weg8217cuuXTB7th1YFyywX0d2th1Yx43TByGyp2AQvvqqOpQuWmR/yOF228vHTznF/how4MctJQ8G7e/N/QXZyu26Am1Kyv6DbM19MR5o/v3qPgAAIABJREFUy8rKOOmkk5gzZw7nn39+VUh95513+OMf/8gdd9zBOeecU+u5vzzuOHosXMi1I0dyfceOTLjwQs4777xGHL00BYVUERFpfHPnwvjxMGyYPROWnNzUI2rZaiuGdPPNdsuXlmTt2uqCS+vW2dcKnnOOHVjPOKN5zBLL4RWJwDffVIfSTz+FQMAuujNsWHUoHTGi6a4trQy09ZmhLSio/TGSk2sPs7WFW4+ncV8f+/amrQypAH6/n4EDB7J27do9TzIG/vhH+t11Fzmnn07Gm2/yxrx5fPzxx/z1r39t3BcgjU4hVUREmsacOfCLX9hvDufNU1A93GK1GFJjMMaeIXvxRXj5ZcjNtQutTJhgB9bjj1fBpZZsw4bqUDp/fnWf5t69q0PpiSc2z1n2vQPt/oLtgQJtfWZpD1OgHTRoUFVf2WXLllW19fnoo4/YsWMHZ599NkuWLKk+IRKxV3lMm8a4Ll24ddYsRowcye23306HDh2YOnXqYRmXxC6FVBERaTqvvWbP6h1/PLz7rh2k5MeprRjSDTfYATUWiiE1tooKO6y8+KJdvCsQgG7d7IJLkybZwUWat7w8O4xWBtMNG+z9nTpVh9KTTmp9hXbKy6sD7d4hdu99+fm1P0ZSUv2LQnm99RpW5UzqAw88wJw5c/B4PPz5z39mxIgRdm/aM89kyNNPw3PPwXXXsfrXv2by1VcTCARITU1lzpw5JOtDzRZPIVVERJrW7Nl2YPjpT+2gWs83OrKXvYsh9etnz0RccIGWuVYqLYU337QD64cf2rM1xx5rVwe+4ALo2LGpRyj14ffDZ59Vh9Jly+z9KSkwenR1MO3Vq/lea93YagbaAy07rivQer31W27coUPdP+fLyuzfB2+8AffcA7//vf4NWymFVBERaXovv2wHhRNPhH//u0mumWq2Nm+2g+k//gElJXYl0ltusdv+6M1d3XbssK/RffFFWLzYXv578sn29+HPf67l57EkFLL/jT76yF66/sUXdqhKSLBXYVSG0iFDIE4dFBtcebm9hP5A18/u3Am7d9f+GF5v7WH2k08gJ8cu8HbDDY36siS2KKSKiEhsmDULLrnEngl5++2Yr1bZ5L7+Gh55xA74ABMn2uG0pRVDagxr1tjffy++aC8Vdbth7Fh7OfDpp0N8fFOPsHUxBlavrp4pzcmB4mL7vsGDq9vCjByplRexrqKi/jO0u3fb/68984z9u0BaNYVUERGJHTNnwi9/ab8JnTtXQXVvxthtex56qLoY0lVXwdSpLb8YUmMwBr780g6sr7xiv2nOyLALfE2aZBf50ux0w9i2zf6erpwt3b7d3t+jR3UoHT0aMjObdpzScCoq7C+tpBF+ZEi1LMsL/AwYDLiALcC/jTHfHu6BVlJIFRFp4Z5/Hi67DE491Q6qLldTj6jplZfbM6YPPwwrVqgYUmMoL7erI8+aZX8flpXZgemii+yvXr2aeoTNW1GRPUNaGUxXrbL3Z2TYRY4qg2mPHk06TBFpGoccUi3LugA4E3gRWAAEgO7AL4BOwC3GmNLDPWCFVBGRVuCf/4QrrrB7W77xRtP1L2xqRUXw97+rGFJTKy62WybNmmWHKmPsHpsXXWRXp27fvqlHGPuCQXuWujKULlxoF67yeGDUKDuQnnIKDBig9kAicmgh1bKs7sA5xphaO+laltUTGG2MmX7YRhqlkCoi0ko884y9lPWss+D111tXUN2yxS4comJIsWfbNntWe9Ys+7pgp9Oe9Z80Cc47T9dIVopEYPny6lD66ad2+x+nE4YPrw6lI0a0rv+3RaRefsxMapwxJlRj+0RgHOAAPjLGvHm4BwsKqSIircr06TB5Mpxzjt1TtaXPHi5bZi/pfeUVe7Zu4kS4+Wa7TYrEnpUr7bA6a5ZdZdnjgZ/9zA6sp5zS+irNrl+/53WllZVde/eursB74omQmtq04xSRmPdjQmo74HSgFJgHvA38GygHrjLGNMhvVIVUEZFW5qmnYMoUOPdcu6dqSwuqxtg9Ox96yH5zX1kM6YYboGvXph6d1EckAp9/blcHnj3b7lnbrp29FHjSJBg6tGXOgOflwfz51VV4N2yw93fqVB1KTz7Z3hYROQg/tnCSGxgOnApsBQqB/wGrGuJ6VFBIFRFplZ58Eq691p6leuWVltESpLzcfi0PPwzffAMdO9rBdPJkFUNqzoJBmDfPDqxvv23/O/fsaYfViy6CI49ssKfeunUrS5cuZfjw4XTo0OHwP4HPB//9b3UoXbbM3p+SYlferQymvXq1zFAuIo1mfyG1Plet5wBHAz8AY4H1QC/guMM1QBEREa65xi4e9MYbcOGFdpuC5qqoyJ417dHD7gUYDsOMGbBxI9x2mwJqc5eYaF+b+tprdu/HZ56BrCy4+2446ij4yU/sD11yc+t8iNLSUrp37w7A888/z+DBgxk7dixFRUV1nrNq1SouuOAC1q5dy0knncS2bduq7rvtttt49tlnD/61hELw1Vdw//2QnQ3p6TBmDPz1r/b36f332/fv3g1vvml/kHTMMQqoItKg6nMhxUzsmVQLeM4YsxBYaFlWcoOOTEREWp/rr7cD3U032dU/Z81qXtf8bdliB+3p0+1iSCedZAcYFUNqudLS7CrVV1xh//u/9JI9w3rttXZv29NPt2dYx47dozfkHXfcwc6dO9m+fTt/+ctfWLBgAZ9++imPPPII9913X61P9c033/Dcc89x5JFHsn37dpYuXUpWVhYLFy5k4cKF/N///d+Bx2sMrF5dPVOak2NXNgYYPNge88knw8iRKhAlIk1mf9V9uwKD6yqOZFlWBnCKMeblwz0oLfcVEWnlHnnErnR7/vkwc2bsB9Xly+0lvS+/bIeAX/zCHr+KIbVe33xTXXBp2zb7OuSf/xwmTeLzxEQenjaNgoICrr/+er766isefPBBwuEwZ599NvPmzavzYcPhMB999BH33nsv8+bNw+v1MmjQIEaNGsUJJ5zAxIkTcezd3mXbtupiRx99BD/8YO/v0aP6mtLRoyEzswH/QkRE9rS/5b51/tY3xmyyLGuiZVl/BZ40xqyJPpgHGI/dP/WmhhiwiIi0cjffbM+o3nabPaP6wgt2W4tYUlkM6eGH7T+9Xnv27IYboFu3ph6dNLUBA+yvBx6wW7O8+CK8+iplL7zArfHxzLnsMs7fsgVfaSlZWVkAOJ1OgsHgfh82GAzy1ltv0bZtW+Li4pg5cyZdu3bl3nvv5aWXXuLmm29m2j332DOklaF09Wr75IyM6rYwJ58M0eXGIiKxpj6Fk7oCFwNHAgYIAO8aY95pqEFpJlVERAD7Df6dd8LFF9vXdMZCUK2tGNL119vFkNLTm3p0EsvKyrj9ggsYsGULF37zDdkVFdx4xBGsPOYY7pw+Hbp3Z+jQodTnPdBdd91F9+7dWbp0Kdk//SnjO3ak4O23OfGpp/gmGLSrEXs8MGpUdTAdMMD+0EdEJAYc0kxqJWPMJuD+wz4qERGRA7njDvvN9u9+Z7+5fvbZpguqRUXwj3/Ao4/ayyf79IF//tMu8pSY2DRjkubF5eK9DRv4Ki2N6cOHs2zpUh4tKcH90UfQowfrhgwh3eezixS1bbvP6VdeeSUXXHABJ48eTf6aNRy7eTO9Fi5k3d//DqEQCxwOeqSm2isRTjkFRozQ96aINEsxfpGPiIi0er/9rb309+677aD6zDONOxu0ZYtd6fTvf7eLIY0ebYfVMWNUDEkO2rLKli5AdnY2H+fkcMHYsfxqxw6+XrGCW8vKoGNH7u7Rg7GXXcaQG24AlwvWr+e3PXrwy/PP597CQvqFQpwL+Hv14tKuXTk+Lg5/fDwz//Uv6N+/6V6giMhhcMDlvnWeaFkjjTH/PcAx7YH3jDGDLct6FugDvGOM2e/MrJb7iohITSUlJXw2eTJdX3qJvldeaQfGhg6qexdDmjDBLoY0ZEjDPq+0OuFwmLfffpv27drxE7fbvn71pZfsAkcpKdCmjd2+CKBTp+pepSefbG+LiDRD+1vuW++QalnWh8aYU2tsf2aMOeEA58wEhgF3AmONMZdalvVP4AFjzNq6zlNIFRGRSuXl5Zx88smMPecc5j7+OL/ZupX5/fqxND2dQCDAjBkz6NevX63nfvrpp1x22WV07twZgFmzZlUVqbnttts4+uijueKKK6pPMMYuNPPQQ9XFkK66SsWQpPGFw/Dxx3Z14KIiu53RKadAr16awReRFuFHXZNqWdYAYDCQZVnWJdHdXqDsAOedBPiAHUA2MDt61wfASKDOkCoiIlJp9erV3H777Zx11lkcc8wxPPeb35D27bd8evXVLLjkEv7whz/wyiuv1HruF198wV//+lfOOuusPfbv01eyosKeMa0shtShg120ScWQpKk4ndUzpiIirUx91kpZtfy5G/hFnSdYVgJwF3B7dJcX2Ba9nQ+0r+WcX1mWtdiyrMW5ubn1GJaIiLQGAwYM4KyzzmL58uU8+be/cf3TT7OxSxeKn3qKr269laN79qzz3M8//5w//vGPDBkyhBtvvBGAUCjE5ZdfTu/evXl5xgwiDz5o94u85BIIhexiSBs3wu23K6CKiIg0gfpU910OLLcsq5cx5oV6Pu7twN+MMYWWvSSlFHBH70uilnBsjJkOTAd7uW89n0dERFqJ+fPnU1RURKesLNKGDuWJLl1Y/d//cuMRR9jLdGtZAnnFFVdw1llnERcXx5gxY1i8eDErVqyga/v23GtZvDRlCjcHg0wbPdq+znXMGLXoEBERaWIHU933bsuyfgX0BlYCzxljQnUcewpwkmVZ1wCDgC7AFuArYCCw5tCHLCIirdGNN97IgAEDOProo3nssce4/rrriNx4Iyc+9hifdewIjzyyT1A9/fTTiY+PB6Bv37589957LHnxRS5bu5bMTz7h4nPP5cRvvoH585viJYmIiEgtDubj4n8CHYH3gCxgRl0HGmNGGWOyjTHZwDLsoHqxZVl/wV4m/M4hj1hERFqVmTNn8vvf/x6A/Px8AFasWIEBll50EUVt28K0aXDrrfaMalRFRQUjR44k4Pfjf/ttPvzHPxh411302rCBdSNGwLp1LLjqKnr07dsUL0tERETqcDAzqZ2NMRdHb79vWVZOfU6KBlUsy8oGTgUeNMYUHcTziohIKzZx4kQmTZrEyJEjSUtLY9euXVx00UUkJyeTmZnJ3154AebN4+5HHmFsbi5DnnsOLIt44ObjjmNQmza4gkGuTklh4J/+xJGTJnHpjTdy/IUX4vf7mTlzZlO/RBEREanhYFrQ/AtYASwAfgL0NcZc2BCDUgsaERE5KMbANdfAU0/ZM6rt28Ojj8LWrdCnj93f9MILITGxqUcqIiIi/MgWNDX8GrgBGA+sAiYfhrGJiIj8eJYFTzxh95Z86CF7X3a2iiGJiIg0QwcTUl8EXjfG/MGyrDuxr1Gd0DDDEhEROUgOhz2TOmIE9O8PQ2v9cFZERERi3MGE1HRjzPMAxpg/WZb1cQONSURE5NA4HHDZZU09ChEREfkRDiakbrUs6zZgITAM2NUwQxIREREREZHW6mAu0rkU8GNfkxoAftkQAxIREREREZHWq94zqcaYIPB4A45FREREREREWjmVOxQREREREZGYoZAqIiIiIiIiMUMhVURERERERGKGQqqIiIiIiIjEDIVUERERERERiRkKqSIiIiIiIhIzFFJFREREREQkZiikioiIiIiISMxQSBUREREREZGYoZAqIiIiIiIiMUMhVURERERERGKGQqqIiIiIiIjEDIVUERERERERiRkKqSIiIiIiIhIzFFJFREREREQkZiikioiIiIiISMxQSBUREREREZGYoZAqIiIiIiIiMUMhVURERERERGKGQqqIiIiIiIjEDIVUERERERERiRkKqSIiIiIiIhIzFFJFREREREQkZiikioiIiIiISMxQSBUREREREZGYoZAqIiIiIiIiMUMhVURERERERGKGQqqIiIiIiIjEDIVUERERERERiRkKqSIiIiIiIhIzFFJFREREREQkZiikioiIiIiISMxQSBUREREREZGY0WAh1bKsNpZlnWpZVkZDPYeIiIiIiIi0LA0SUi3LSgf+DQwHPrYsK9OyrGcty/rSsqzfNcRzioiIiIiISPMX10CPOwC4yRjzVTSwngQ4jTE/sSzrn5Zl9TTGrG2g5xYREREREZFmqkFCqjHmEwDLskZhz6a2AWZH7/4AGAnsEVIty/oV8CuALl26NMSwREREREREJMY15DWpFjARKAAMsC16Vz7Qfu/jjTHTjTFDjTFDMzMzG2pYIiIiIiIiEsMaLKQa2zXAN8DxgDt6V1JDPq+IiIiIiIg0Xw1VOOk2y7IuiW6mAf+HvcQXYCCwsSGeV0RERERERJq3hiqcNB2YbVnWlcC3wJvAp5ZldQLOAEY00POKiIiIiIhIM9ZQhZMKgFNr7rMsKzu670FjTFFDPK+IiIiIiIg0bw01k7qPaHCdfcADRUREREREpNVSASMRERERERGJGQqpIiIiIiIiEjMUUkVERERERCRmKKSKiIiIiIhIzFBIFRERERERkZihkCoiIiIiIiIxQyFVREREREREYoZCqoiIiIiIiMQMhVQRERERERGJGQqpIiIiIiIiEjMUUkVERERERCRmKKSKiIiIiIhIzFBIFRERERERkZihkCoiIiIiIiIxQyFVREREREREYoZCqoiIiIiIiMQMhVQRERERERGJGQqpIiIiIiIiEjMUUkVERERERCRmKKSKiIiIiIhIzFBIFRERERERkZihkCoiIiIiIiIxQyFVREREREREYoZCqoiIiIiIiMQMhVQRERERERGJGQqpIiIiIiIiEjMUUkVERERERCRmKKSKiIiIiIhIzFBIFRERERERkZihkCoiIiIiIiIxQyFVREREREREYoZCqoiIiIiIiMQMhVQRERERERGJGQqpIiIiIiIiEjMUUkVERERERCRmKKSKiIiIiIhIzFBIFRERERERkZihkCoiIiIiIiIxQyFVREREREREYkaDhFTLslIty5pnWdYHlmW9YVlWgmVZz1qW9aVlWb9riOcUERERERGR5q+hZlIvAv5ijDkN2AGcDziNMT8BeliW1bOBnldERERERESasbiGeFBjzN9qbGYCk4BHo9sfACOBtQ3x3CIiIiIiItJ8Neg1qZZl/QRIB7YA26K784H2tRz7K8uyFluWtTg3N7chhyUiIiIiIiIxqsFCqmVZbYDHgcuBUsAdvSuptuc1xkw3xgw1xgzNzMxsqGGJiIiIiIhIDGuowkkJwKvAHcaYTcAS7CW+AAOBjQ3xvCIiIiIiItK8NdRM6hXAscBvLcvKASzgYsuy/gL8AningZ5XREREREREmrGGKpz0FPBUzX2WZb0FnAo8aIwpaojnFRERERERkeatQUJqbYwxBcDsxno+ERERERERaX4atLqviIiIiIiIyMFQSBUREREREZGYoZAqIiIiIiIiMUMhVURERERERGKGQqqIiIiIiIjEDIVUERERERERiRkKqSIiIiIiIhIzFFJFREREREQkZiikioiIiIiISMxQSBUREREREZGYoZBag8/nY9iwYWzcuHGP/ePHjycnJ6fO86677jqys7PJzs6mf//+TJ48ueq+2267jWeffbaBRiwiIiIiItKyKKRG+Xw+xo0bR15e3h7758yZw7vvvrvfcx9//HFycnLIyclh0KBBTJkyBYCFCxeycOFCLr/88gYbt4iIiIiISEuikBplWRYzZ86ka9euVfsKCgp44IEH+PWvf12vx1ixYgUAAwcOJBQKcfnll9O7d29efvllIpFIg4xbRERERESkJVFIjfJ4PGRmZu6x78Ybb+T+++8nJSWlXo/x8MMPc8sttwBUBd57772X3Nxcbr755sM+ZhERERERkZZGIbUO7733HgkJCZx++un1Or6wsJD169czcOBAAJYsWcJll11GZmYmF198Mf/5z38acrgiIiIiIiItQlxTDyBWvfnmm6xYsYLs7Gw2btzIm2++ycyZM+nfv3+tx7/++uuMHTu2artXr16sW7cOgAULFtCjR49GGbeIiIiIiEhzppBah6effrrq9j333FNVuffuu+9m7NixDBkyZI/j3333Xe68886q7csuu4xLL72U448/Hr/fz8yZMxtt7CIiIiIiIs2VZYxp6jHsY+jQoWbx4sVNPQwRERERERFpAJZlLTHGDK3tPs2kHoLpa3KpiBiGZ3gZ2MZNglOX9oqIiIiIiBwOCqmHwON08PnuUr7c5SPRYTG4rYfhmXZgTVRgFRERkUZWUlLCZ599RteuXenbt29TD0dE5EdRojoEk45qyxM/6cLtAzrw0/ZJfFcY4K/f7WLKF5t5/LtdLMj1URZWX1QRERGpnc/nY9iwYWzcuBGAqVOnkp2dzbHHHsunn35a53nXXXcd2dnZVbUyJk+eTHl5OWeeeSYrV65k8uTJvPXWW430KkREGoZmUg+R07Lol+6mX7qbX/Zsy5rCMhbk+ViU62NBrj3DOrCNm+GZXga19eDSDKuIiIhgB9Rx48aRl5cHwNdff43H4yEnJ4evv/6aG2+8kZycnFrPffzxx6tuX3zxxUyZMoXVq1dz++23c9ZZZ3HMMceQk5OzR8cBEZHmRiH1MHBaFn3S3fRJd/PLo9qyuqiMhbk+FuX6WZjnJ6FGYB2swCoiItKqWZbFzJkzmTBhAgCDBw9m8ODBAOzYsYOOHTse8DFWrFgBUNWffcCAASxfvpwnn3ySu+++u4FGLiLSOBRSDzOHZdEnzU2fNDeXHGX4vqiMBbl+FuX5WJTnJ74ysGbYgdUdp8AqIiLSmng8Hjwezz77g8Egd911FzNmzDjgYzz88MPccsste+ybP38+RUVFZGRkHLaxiog0BYXUBuSwLI5Jc3NMmpuLj2rD90VBFkaXBC/O8xNvWQyoMcPqUWAVERFpta699louv/xy+vfvv9/jCgsLWb9+fdUsaqUbb7yRAQMG8Ic//IEXXnihIYcqItKglIoaiR1YXVxyVFseG9GZ3w/qyEmdkllfEuSp1blc88Vm/vLtTv67swR/SEWXRESkaexd0Afg6quv5rnnnjvguZFIhOzsbFatWrXH/tLSUrp3736YR9qy/OlPfyIxMZEpU6Yc8NjXX399j2tOZ86cye9//3sA8vPzSU9Pb7Bxiog0Bs2kNgGHZXF0qoujU11cdGQb1hUH7WtY83ws3e0nzsqjf7o9w3pshgdvnLOphywiIq3A3gV9wA6oCxcu5Ljjjjvg+dOmTeOEE06gd+/ee+y/44472Llz52Efb0uxZs0afve73zFixAhGjhxJu3btmDNnDnfffTdjx45lyJAhexz/7rvvcuedd1ZtT5w4kUmTJjFy5EjS0tLqtVxYRCSWWcaYph7DPoYOHWoWL17c1MNodBFjWF8SZEGuj4W5PnYHwzgt6Jfu5rhML0PaevDGK7CKiEjD8Pv9+Hw+JkyYwHPPPUe3bt3YtGkTM2bMoFu3blx66aV1nrt+/XqGDBnCrbfeysiRIxk1ahQAn3/+OQ8//DAFBQV1VqwVEZHWx7KsJcaYobXdp5nUGOKwLI5KcXFUiosLe7ThfyVBFub6WZjrY3p+XlVgHZ7hZUiGhyQFVhEROYxqK+jTtWvXep177733MnXqVCZPnsz1119Pfn4+Y8aM4dZbb2XOnDmcf/75DTHkmGeMoSxs8IcjBEIR/KEIgRq3q/cbAuHovugx/pB9nyfOQe80F33T3PRJd5GWoLdvItKy6adcjLJqBNYLeqSzvqSchbk+Fub5+Mf3efxzLfRJi86wZnhIVmAVEZEmtGTJEh555BHatm3L+PHjmT9/Pl999RXXXnstHTp0aOrhHZJINGAG9giTe93eK1Da95k9jjvQmjUL8MQ58MQ5cDvtP9skxnGEx8IT5yA/GGZRrp9PdpQCcIQnnj7pbvqmuTgmzaXLgkSkxVFIbQYsy+LIlESOTEnk/B7pbCwtr1oS/Mz3efzze+iT7uK4TC9DM7wKrCIi0uh69erFunXryMjIYMGCBfTo0YPnnnuOr776iunTp7Ns2TJOPvlk/vOf/zTKeCoDZs3wWNft2gOnPbN5oIDpwA6Y7hohM8PlrBE4Lfu+aPjc53acg0SHhWVZB3w9G0rK+a4wwMrCADk/lPDBtmIsoHtyAn3T3PRNd9MzJZFE9WMXkWZOIbWZsSyL7smJdE9OZGJ3O7BWzrA++/1uZny/mz5pLoZHA2tKggKriIgcXrUV9PnjH//I5MmTCQQCpKamMmfOHKZOnVp1f3Z2dr0DasSYvcJk3Uth6wqcZWFzwIDptNhj9tIT56BdfHydYdLjtPYIo+56BszDwVHjA+tzuqRRETGsKy5jZUEZ3xUGeHdrEW9vKSLOgp4pLvqk28uDeyQnEudo+PGJiBxOKpzUQhhj2OyrnmHdEQhhAb3TqmdYUxVYRUSkgYUrA2aNMFl929S6ZHbv48rCB35vEmexR5h077Vctq7b7jgrGjgdxDdSwGwMgVCENUVl0ZnWMjaVlgPgclr0SnVFZ1pddPYm4Gghr1lEmrf9FU5SSG2BKgNrZdGlHwIVVYF1WIaXYZkeFV0QEZFDVhAM8e7WIrb6KvaZwQxGDvy+It5h1QiWVt0hc68AWnnbHWeR4NCS1v0pqQizqrCMlQX28uAdgRAAyfEOeqfZ17P2TXPT3h3XYoK6iDQvCqmtmDGGrb4Ke4Y1z8d2vx1Ye6VWzrB6SE9UYBURkQMrqQjz9uYiPtxeTMQYuiUl2jOTtQTJWpfMRm9r+Wnj210WYmVhgO+iwbWgPAxA20QnfaKzrH3T3HpPICKNRiFVqmytsSR4WzSwHp2ayHGZXoZlePXLSURE9uELhXl3SzHvbysiGDaMbJ/Ez7qm0c5Nc+m6AAAgAElEQVQd39RDk0NgjOGHQEXV9ayrCssoDUUA6OSJp2+aiz5pbnqnudTuTkQajEKq1GpbjcC6NRpYe6YkMjzTy/BML20UWEVEWrWycIT3txbzztYi/KEIx2V6GdctjU6ehKYemhxGEWPYVFpeNcu6pqiMYMRgAd2SEqpmWo9OdeFS5WAROUwUUuWAtvnKWZhnB9YtvgrADqyVM6xtXQqsIiKtRXkkwvztJby1uZDiigiD23oY3y2NrkmJTT00aQShiOF/JcGq61nXFQcJG7sa8lEpiVXtbo5U5WAR+REUUuWgbPeXsyjXz4JcH5t9dnXAo5KrZ1gzFFhFRFqkUMTwyY4S3txUSEF5mH5pLsZ3T+eoFFdTD02aUFk4wvdF1e1uNpaWY4BEh105uLLdTdckVQ4WkfpTSJVD9oO/oqoPa2U5+yOT7RnW4ZkeMly6HklEpLmLGMN/d5byxqZCcstC9ExJZEL3dPqkuZt6aBKDSqOVgyvb3Wz32yuwkuIc9I5ez9o33UVHd7wqB4tInZokpFqW1R54zRhzQnT7WaAP8I4x5v79nauQGpt2BKKBNdfHxmhg7ZGcYM+wZngPqoBGcXExF198MTt37iQ9PZ3XXnsNr9e7z3H33Xcfc+fOJTk5mczMTF599VU+//xz7rrrLoLBIKNGjeKBBx44bK9RRKQ1iRjDwlwfczYVst1fQbekBCZ0S2dAG7fChdRbfjBUdT3rd4UBdgftysHpCU76prvpE213o0uHRKSmRg+plmWlAy8B7Ywxx1qW9XNgrDHmUsuy/gk8YIxZW9f5Cqmxb2eNwLohGli7JydwXIa9JPhAgfWJJ54gNTWViy++mD//+c+kpKRw9dVX73Pc2WefzaxZs0hNTQXsioR9+/Zl/vz5dOjQgTFjxnD77beTnZ192F9jS1DfDwMqPfHEE+Tl5XHPPfdU7Vu2bBm33norH374YSOMWEQagzGGr3cHeG1jAZt95RzhiWdc93SGtvUonMqPYoxhZ1koGljt2daSCrtycAd3HH3T3PSJBtdkVQ4WadX2F1Ib6iOtMDARmBvdzgZmR29/AIwE9giplmX9CvgVQJcuXRpoWHK4tHfHc06XNM7pksauQEVV0aWXNxTw8oYCuiXZM6zHZXppX0tgTU9P59tvv8Xn87FkyRImT568zzGRSIRFixYxduxYfD4fU6dOZdy4cYRCITp06ADY3ytFRUUN/nqbqxdeeIHx48dXfRjwwgsv1PphAMCmTZu47777mDJlStW+UCjENddcQ3y8lnWLtATGGFYWlvHqhgL+VxKknSuOq4/J5CftvLqWUA4Ly7Lo4I6ngzuekzulEDGGLb7qysGf7yrlPz+UANA1KaFqlvWYNFUOFpFqDRJSjTHFQM1PY73AtujtfODYWs6ZDkwHeya1IcYlDaOdO56zO6dxduc0cssqqoouzd5QwOwNBXRNSmB4hh1YO3jssDNq1ChmzpzJ3/72N9xuN4MHD97ncYPBIM8++yxnn302RUVFDB8+nIkTJ9KvXz+efvppOnTowIcffsi0adMa+yU3G/X5MKDSlClTuPXWW/H5fFX7HnzwQcaPH8/cuXPrPE9Emofvi8qYvaGA1UVltE10csXRGZzQPknVWaVBOSyLrkmJdE1K5IwjUglFDBtKgqwsDLCyoIwPtxUzb2sxTgt6JFdWDnZxVIqL+MP0vfnss88yc+ZMAMLhMLt27WLNmjX7HDdz5kz+8Y9/UFBQwO9+9zsmTpzIsmXLuOmmm8jPz+fUU0/loYceOixjEpH9a6yLA0qByuoLSYA+KmuhMl3xnNk5lTM7p5JXFqpaEvzqxgJe3VhAF28Cx2V6efn3v+fBBx9kwIABLFu2jLvuuosnn3xyj8dyu92ccsopAKSmpuL1evnhhx+YPXs2OTk53HfffVx//fX7Xb7a2tXnwwCAGTNmMHDgQIYNG0ZOTg4Aq1evZv78+XzwwQcKqSLN2IaSIK9tLGB5foDUBCeXHNWW0R2TD1sAEDkYcQ6Lnqkueqa6OK8rlIcjfF8crFoePHdzIW9uhgSHxdGpdmjtk+ame/KhVw6+4ooruOKKKwCYPn06wWCw1uOeeOIJFixYQDAYZMCAAUycOJH777+f559/ns6dO3PGGWewatUqevfufcivX0Tqp7FC6hLsJb5fAQOBfT++khYnwxVXFVh3l4VYlOdjQTSw/nf9dn775sdclnIEKz74qNbzFy1axKOPPsqsWbP4/vvvycvLIysrC6fTSc+ePSkpKeHaa69t5FfVvNxzzz0H/DBgx44dzJgxg48++ogvvvgCsJdaX3fddTz99NM4HPpMSaQ52uIrZ87GAhbl+UmKc3B+j3RO7ZRCopZUSgxJcDrol+6mX7o9l+ELhVldWMbKwjK+KwjwyoYCoABPnIPeqS76RtvddPIcfOXg8vJynn/+eT755JNa77csi02bNrFz5046deoE2CuSvvnmGxISEti1a1fV5UYi0rAaK6S+CXxmWVYn4AxgRCM9r8SItq44xhyRypgjUtkdDDHr9jv409QpzPvT7aR1P5rx//cUw089k9def50uKfYvqmHDhtGuXTt69+5NcnIyL774Ik6nXWThN7/5DY888oiulTyA/Px8li9fTv/+/atmSPf23nvvUVJSwmmnnUZhYSGFhYU4nU62bt3KlVdeCdjFk26++WYeeeSRRhy9iByKHYEK5mws4MtdPlxOi3Fd0zj9iFQ8cQqnEvu8cU6GZHgZkmGvkiosr1k5uIwlu/0ApCY46Ru9nrVPuovMerTEe/HFF/nFL35BXFztb39PPvlknnjiCSoqKrj00ksBOO+883jhhRdYunQpo0ePrirkKCINq9H6pEYr/p4KfGqM2bG/Y1Xdt/XID4ZYHJ1h/b4oiAGyPPFVRZeO8CY09RCbtcWLF3P55Zezbt06+vXrxyuvvMLUqVOZM2dOVeCvKScnh5ycnD2q+wJkZ2fXGXJFJDbklYV4c1MBn+4oJd5hcVpWCmd2TlUFVWlRdgUqWFmj3U1xtHJwO1dcVbubPmluUhP2/b4/4YQTmDt3Lm3atNnnvi1btnDDDTcwZ84cAMaPH88TTzzB2LFjWbBgAZZl8eijj5KVlcWECRMa9kWKtBJN0if1x1BIbZ0KgiEW5flZmOtjTVEZBrsxuNNh4QAsCyzsIgxW1baFo2q/vW1Z1Di++v4Db1c/jyO6Xf24tW/XfJ66nreucR3K8+z7WNV/Fw4O9DzV46r5OBYQZ1l44x0kxTtI0PLeg1bfohxff/01V155JUlJSTz22GMMGjSo6j61+pFDVRAM8dbmIj7+oRiAkzulcE6XVNIS1JNSWjZjDFv9FVWzrKsKAwTC9vvazt54+qS5qyoHb9+4nhtuuIF33nmn1sdavnw5kyZNYtGiRZSWljJixAi+/PJL+vTpw6JFi+jUqROTJk1iwoQJCqkih0lTtKAROWjpiXGclpXCaVkpFJaHWJTrZ6u/HGPAYDedj0RvG2Oi++rejkDVuZXbEQNhY/Z4TIO9XX38vtuRPY6nxv312648vzlIdFgkxTtIineSHBf9M7qdFOcgOd5ZdX9S9H6302rVvRXrW5Tjyiuv5F//+hft27dn4sSJvP/++4Ba/cihKakI8+/NRXy4vZiwMYzqkMx5XdJo69KvdmkdLMuiszeBzt4ExhyRStgYNpaURysHB5j/QwnvbyvGAeS+8zIZg0awsiBAz9REJvzsZ3usKho4cCCjR4+mU6dOWJbFzTffTGZmJg8//DAnnHACBQUFnHHGGZx77rlN+6JFWgnNpIo0oj1Dbs2wXB2O997eJyzvdW59H6uuAB8xhpCB0oowpRURSkNhSioi+2z7Q5E6g7bTos5QW7UdVxlu7aDrjXO0uL6M5eXljB49mk8++WSfa57y8/MZM2YMCxcuBODMM8/krbfeIi4ujj/96U+43W7mzp2rZdVyQP5QhHlbi5i3tYhg2PDT9kn8rGtarT2pRVqz8kiEdUV2u5vvCsv4X3GQCBBvWfRMrW530z05EWcL+30k0hxoJlUkRlSFMqvqP81GxBh8oQgl0fBaUhGmNBSpvl1je7u/gtKKIKWhMOE6kq0FeOOqQ2tloN3fdnK8M6Z7Ou6vKIfP5yMrK6tqOy0tjby8PAoLC9XqR+qlLBzhg23FvLOlCF8owvAMD+O6pZOla/dFapXgcNAn3U2faOVgfyjCmqLqIkx2ezxwOy2OSXPTP93FsW29ZGg1gkiT0/+FIlIvDssiOd55UEVYjDEEwobSiujsbCg6O1vLdn55mM2+ckorIgQjda/wcDmtA4favWZ0Ex2Nsxx5xowZdQbNlJQUfD5f1XZJSYla/Ui9lEcizN9ewlubCymuiDCojZtx3dLpnpzY1EMTaVY8cQ4Gt/UwuK0HgKLyMKsKA3a7m8IAX+/288K6fHokJzA0w8uwDC8dPVqhINIUFFJFpMFYloUnzsIT56Cdu/7nlYcjlIRqLjmuDLbV25W3dwYqKA3Zy5HrEmdRfS1tXI1gu9d2zWXJnoNcjrxu3TpSUlJqrRoJkJqaSnFxMYFAgMTERNauXcvu3bvV6kfqFIoYPt1RwpubC8kPhumT5mJ8t3SOTnU19dBEWoTUBCcj2iUxol0SAD/4K1ic52NRno/ZGwqYvaGAIzzxdmDN9NDFm9Cq6y+INCZdkyoiLULYmKpZ2epQW7297zJle7uuaGvBAUNtzVnbf01/Citcwa233ALAueeeu0+rn6effpo5c+aQmppKu3btePLJJ/d4TrX6EbCX1n+xq5Q5GwvZVRbiqOREJnRPp2/6QXzSIyI/Sl5ZiCV5Phbl+as6DrRzxUVnWD0cmZLY4uoqiDQ2taAREamFMQZ/OBINt9FgG6oMs3UXkarYz3Jkt9OqpViUvZ0S76R41ddQnM+5556rJb6yh4gxLM7z89rGArb7K+ialMD4bukMauPW7I1IEyoqD7N0t49FuX5WFgYIG0hPcDI0w8PQDC/HpLlUeEnkECikiogcRsHKYFsjxNa8xrakRqit3A7UqCCVluCkX7o7+uVSP8tWzhjDsvwAr20sYFNpOZ088Yzvls7QDI9makRijC8UZtnuAIvzfCzPD1AeMSTFOTg2w8OwDC99013qNy5STwqpIiJNLBQx5AdDrCosY0VBgG8LApRGr6Pt7I2nfzS09kp1kejUG5zWYmWBHU7XFgdp54rj593SOL5dksKpSDNQFo6wIj/AojwfX+/2EwgbXE6LQW08DMv0MrCNG5d+novUSSFVRCTGRIxhU2k530YD65qiMkLGLvJ0dKqrKrR2TUpQYGmB1hbZ7S++KyyjTaKT87qkMapDcky3WBKRuoUihpWFARbn+VmS56O4IkK8ZdG/jZuhGR6Obesh6SCq44u0BgqpIiIxLhi2+/d9WxBgRUGALb4KAJLjHfRNc1eF1rbq39esbSwJ8urGApbnB0iJd3BulzRGd0rW8kCRFiRiDGuKyliU52dxno/8YBinBb3TXAzL8DIkw6PLPERQSBURaXYKy0N8W1AdWovKwwB0dMfTv42bfmlueqe5cMcp3DQH23zlvL6xgIV5frxxDs7qnMppWSlaCijSwhljWF9SXtXaZkcghAX0TEmsam2T6VIvVmmdFFJFRJoxYwxb/RV2YM0PsLqojPKIwWnBkcmJ9E9307+Nm+7JiaowGWN2BiqYs7GAL3b5SHRanHFEKmcckYpHHy6ItDqVP8sX59qtbTb7ygHolpTAsAwvQzM8ZHkTmniUIo1HIVVEpAWpiBjWFkULMBUG2FhSjgE8Tgd90l30S7eXB7d369P5prK7LMSbmwv55IcS4hwWp2WlcFbnVJJ1TZqIRO0MVLAoz8fiXD/rSoIAdPLEMyza2qZbUoLaT0mLppAqItKClVSEWRktwLSiIMDuoL00ONMVVxVY+6a58CogNbii8jBzNxcyf3sxACd1SuGczqmkJ+r6MxGpW34wxJI8P4vyfKwqLMMAGYlxDM2wKwX3TElUET1pcRRSRURaCWMMOwKhqqrBKwsDlIUNFtAjOZF+6Xbl4KNSXKokexiVVoT595YiPtxWTEXEMKpDEud1TSND15qJyEEqqQizNBpYvy0IEDKQmuBkaFt7hrV3mn5+S8ugkCoi0kqFIob1JcGq3qz/Kw4SARIdFr3TqlvddPLEa1nZIfCHIry3tYh5W4soCxt+0s7Lz7um08GjcCoiP54/FGF5vp9FeX6W7/YTjBg8cQ6ObethWIaH/uluElSATZophVQREQHsNzzfFVYvDd4ZCAGQnuC0lwZHKwenJGhp8P4EwxE+3FbMv7cUURqKMCzDw8+7pdNZRU9EpIGUhyOsKAiwKM/P0t1+/KEIiQ6LgdHAOrCNR0XZpFlRSBURkVrllkWrBheUsbIggC8UAaBrUgL90uzQenRqovp4RlVEDB//UMzcTUUUVYQZ2MbN+G7pdE9ObOqhiUgrEooYVhWWsSjPx5I8P0UVYeIs6JfuZliGl2MzPCrUJjFPIVVERA4oYgwbSsqrrmf9vriMsIF4h0Wv1ET6p3vol+6iszeh1RXwCEUMn+0s5c1NBewOhjkm1cWE7un0SnU19dBEpJWLGMPa4iCLcn0szvOTFwzhAI5JczEsw8uQDA9tVLxNYpBCqoiIHLSycITVhWVVS4O3+SsASIl30C96LWu/dHeLfvMTMYYvd/mYs6mAnYEQRyYnMqF7On3TXLqGV0RijjGGjaXlLMrzsSjXzw8B++f2UcmJDM30MCzDq/ZkEjMUUkVE5EfLD1ZXDf62IEBxhb00OMsTX9Xq5pg0F64WUMTDGMPiPD+vbyxgq7+CLt4ExndLZ3Bbt8KpiDQb23zlLM7zszDPx6bScgC6eBPsXqyZXo5Q0TxpQgqpIiJyWEWMYYuvnG8L7JnW1UVlVEQMTgt6plRXDe6e3LyWBhtj+CY/wKsbC9hYWk5HdzzjuqUxPNPbrF6HiMjedgUqWJznZ3Gej7XFQQzQwR3H0AwvwzK89EhOUGCVRqWQKiIiDao8EuH7omDV0uDKT+y9cQ76prmqKgdnHqa+ocXFxUycOJFwOExpaSlvvPEG7du33+e4r7/+miuvvJKkpCQee+wxBg0aVOdjflcY4LUNBXxfHCTTFcfPuqbx0/ZJOPWmTURamIJgiKW7/SzK9fFdYRkRoG2ikyEZXoZleOiV6vrRH8z5fD6ys7N59dVX6datW63HTJ8+nRdeeIFwOMxNN93EhAkTftRzSvOikCoiIo2qqDzMysLqpcH5wTAA7d1xVUuD+6S5D7ldwlNPPUVWVhZjx45l2rRpFBUVcc899+xz3JAhQ/jXv/5F+/btmThxIu+///4+x6wrLuPVDQWsLCwjPcHJeV3TOLFDMnEOhVMRaflKK8Is3e1ncZ6fFfkBKowhJd7BkAwvQzM89E1zH/TPQ5/Px7hx41izZg0ff/xxrSH1f//7HxdddBGff/45fr+fPn36sHbtWlwuFaRrLfYXUltutQsREWkyqQlOjm+XxPHtkjDGsN1fURVY/7ujlP9sL8EBHJmSWBVaeyQn1vuN0NVXX111e8eOHfTo0WOfY/Lz83E6nfTq1QsAp9NJKBQiLs7+1bepNMhrGwr4Oj9ASryDSUe24aSOySS0gGtqRUTqKyneyagOyYzqkExZOMLy/ACLcn18uauUj38oweN0MKit3dqmfxt3veoOWJbFzJkz9zszunbtWgYMGIDT6SQ5ORmPx0NZWZlCqgAKqSIi0sAsyyLLm0CWN4HTj0glFDGsKy5jRfR61jc3FfLGpkJcTos+ae6q61k7uOMOeH3U2rVreffdd1m4cOE+9/l8PrKysqq209LSyMvLI5zchtc3FbIw14cnzsGEbumcfkRKiyj4JCLyY7icDo7L9HJcppfySISVBXYv1qV5fr7Y5SPBYTGwjZuhGV4GtXXjjau9F6vH48Hj8ez3uY4//nh++9vf8v777/PNN9/QvXt30tLSGuJlSTOkkCoiIo0qzmFxTJqbY9LcTOiejq8izMoarW6W7vYD9vVRlbOsfdPd+zSm9/l8XHLJJcyYMQO3273P86SkpODz+aq28wqLeO77XFaaAIlOi3O7pHFm55Q632SJiLRmCQ4Hg9t6GNzWQ/how+pCO7AuzvOzKM+P04K+aW6GZXo4tq2X1ISD+1makpLC/PnzycnJ4aGHHmLevHkN9EqkOVJIFRGRJuWNdzI808vwTC8AOwPVS4MX5fr5ZEcpFtAtKaGqN2sPbxznn38+N910E0OH1no5C6mpqRQXF7O1sIT3dgRYsHI1HcMuzuiSytmdU0k5yDdUIiKtldOy6Bv9wPCSowz/Kw6yKM/Pojwfz36/m3+ym16pLru1TYaXtq76RYzU1FQCgQDnnnsuQ4YMaeBXIc2JQqqIiMSU9u542rvjOblTCmFj2FASZEU0tL67tYi3txSx4d8vsXj+x6zfkceD0x7lnDGns2TJEubMmYPTaYfPovIwvc8cz3Gnnkm8N5mhI0/k0eO7k56oX30iIofKYVn0THXRM9XFBT3S2ewrZ1Gu3dpm5v/ymfm/fHokJzA0w0t5pLpA67nnnrvHz2iAQCDAgw8+yAcffNAUL0VimKr7iohIsxEIRVhVWMa30crB2/0VAKQlOKOzrC56JCfy2Y5SPthWTHnEkLX9O3o7A1w8/uc4HLruVESkoWz3l0eXA/vYUGK3IjvCG8+waKXgLl71YpVqakEjIiIt0u6yUNW1rCsLA5RURACwgBHtvPy8azodPYenN6uIiNRfXlmIxdFrWNcUlWGAdq44Brf1kOmKIyXeSUqCk5R4J6kJTpLiHepL3coopIqISIsXMYZNpeWsKw7SK9VFl6SEph6SiIhgX36xdLePRbl+visMEKolflhAUrzDDq81AmxKgoPUPbbtP91Oq9XOyk6ZMoWlS5dy3HHH8dhjj9V6zKxZs3j88ceJRCJceOGFTJ06lc8//5y77rqLYDDIqFGjeOCBBxp55HtSn1QREWnxHJZF9+REuicnNvVQRESkhtQEJ6M7pjC6YwoRY/CHIhRXhCkuD1NcEaGoPFxjO0xReZhNpeUUV4TxhyK1Pma8ZZGS4KgOr9EZ2cpgW3M7Od5Z7z7cse6NN96gpKSEr776ijvvvJP58+dz0kkn7XFMMBhk7ty5fPbZZwB07dqVa665hquuuor58+fToUMHxowZQ05ODtnZ2U3wKg5MIVVERERERBqFw7JIineSFO+k0/5bqQJQETGURINrzWBbGWgr923xlVNcHq51lhbAG+eoNcDWDLmVs7aeOEfMztJ+/PHHXHDBBQCcc845vPfee/uE1MTERGbPng1AQUEBLpeLUChEKBSiQ4cOAHTp0oWioqLGHfxBUEgVEREREZGYFO+waJMYR5t6VGY3xhAIm+oZ2Rqzs8XlYYqi4Xabv4JVhWWU1jFL67TY55rZlMqlyAnOPZYfJyc4SGjEonw+n4+srCwA2rZty86dO/d7/G233cZtt92G2+2mX79+PP3003To0IEPP/yQadOmNcaQD4lCqoiIiIiINHuWZeGJs/DEOejAgYvmhSKG0lCY4vIaS473CrbFFRF2BCooKg/v0VKnJrfT2ivQ1pyldewRbL1xDhw/YpY2JSUFn88HQElJCZFI7UEb4MUXX6SwsJDJkycDMHv2bHJycrjvvvu4/vrr8Xq9hzyOhqaQKiIiIiIirU6cwyItIY60etTZM8YQjJg9rputuey4MuTuCFTwfVEZJRURaou0DiC5MrTGO/YoCJW6V8GolHgnic49Z2mHDx/Op59+yvHHH8/XX39N165dax3vxx9/zPTp03nvvfeqX29cHD179qSkpIRrr732IP6mGp9CqoiIiIiIyH5YloXLaeFyO2jnPvAsbcQYSisiNZYa15ihrRFu1xUHKa4IUxaufZY20WHtEWATj/kJf7//AZZs+oEv3/s3z7zxb0476xxefu110lzxVbO0F110Eenp6Zx22mkAvPLKK2RlZfGb3/yGRx55hPj42G7P1qgtaCzLehboA7xjjLm/ruPUgkZE/r+9uw/arK7rOP7+7i4PC24i7KYgwhggJhDyoAJBo05DPmQ4AipPwTAoApJNjZOOaZgNoYRZNgMibTAQpeSEEjgaM0A1DJJIadhuUPEkD8GyyAJCwH7743fu5WZxY9nrvr7Xuc79fv113/d1z16//XzPfb7nd865fkeSJGm+ePKZtd0CUWufd9vxs4tGtdceXLWau75zDUtftw9Ldthp3b8RwJJZn539tZ22Yc+XLZ7cf+oF9OIRNBHxHmBhZh4YEcsjYrfMvLXq/SVJkiSpj7ZYuIAtFi5g6ZYv/Ltr81U8/it7Pm9BqPUntoXXIudc5e2+bwa+2n39beBgYN0kNSI+CHwQ2pLIkiRJkqTnerGP8ZlGdeslw9bAj7qvHwJePvvFzDw/M/fPzP2XLVtWOCxJkiRJUl9UTlIfBWZuin5J8XtLkiRJkqZA5UTxJtotvgB7A7cXvrckSZIkaQpUfib1cuAfI2IH4O3AAYXvLUmSJEmaAmVXUjPzEdriSTcAb8nMH1e9tyRJkiRpOlReSSUzV/PsCr+SJEmSJD2HixdJkiRJknrDSaokSZIkqTecpEqSJEmSesNJqiRJkiSpN5ykSpIkSZJ6w0mqJEmSJKk3nKRKkiRJknrDSaokSZIkqTecpEqSJEmSesNJqiRJkiSpN5ykSpIkSZJ6w0mqJEmSJKk3IjMnPYbniYgHgDuApcCDEx6OJsttoIY51zHrGuY8LNazhjnXMOca5tx/O2fmsp/2Qi8nqTMi4ruZuf+kx6HJcRuoYc51zLqGOQ+L9axhzjXMuYY5Tzdv95UkSZIk9YaTVEmSJElSb/R9knr+pAegiXMbqGHOdcy6hjkPi/WsYc41zLmGOTpPy58AAAweSURBVE+xXn8mVZIkSZI0v/T9SqokSZIkaR5xkipJkiRJ6g0nqZIkSZKk3hjcJDWa10fE1pMeiyYnIga3bfdN97e2S0TEpMcyZBGxICKOi4glkx7LkNk7hsleMF72gRr2gRr2gX4Z1M67a0Z/DpwJfCwiXt393J3nPBERZ0XEssxc68HJ+HTZfgU4G/j47L8x/97mTpfzpcArMnPNeq+Z8xyxdwyPvWD87AM17AM17AP9M7Qd928Da4B3AcuAdwKkSxjPJ28EzouIpR6cjNVvAg8BRwAHAe+KiM3Av7c59nlg88w8OyLOiYjTI+IQMOc5Zu8YHnvB+NkHatgHatgHemZoO+2bgasy8xngS8ABEx6PCkXEYuBG4IfAX3gWfaxuAv4N+HngSuAQ4Hci4rCJjmp4zgJui4jvA6uAbYG3RcQbJzuswbF3DIi9oIx9oIZ9oIZ9oGemfofd3T/+RxFxFLA1cH330hpg5+53Do6I/SY1Ro1P9zmNEyLizd2PPpOZnwS+DSz3LPrcmZX1QcDjwFPAabQzjmfR9ic2zRF1+7Qtu28fB+4CLsnMM4FzgJcBb5rU+IbC3jEs9oIa9oEa9oEa9oF+m+qddXef+KVAAvsBu2XmmoiIzLwNuDEijgc+A9w/waFqfC4EXgccBpwEvAMgM78IXAV8LSK2y8y1ExvhcFwI7AG8F/gF4H+A5cAVmbmK9nd4YERs6Wc4RvI+4IqIWJyZjwB/C1zc7dceBVYA23cHi+a8Cewdg3Qh9oIKF2IfqGAfGDP7QP8tmvQARrQYWJ2ZH42I7YHLIuKazLype/2dtEZ1WGbePbFRatz+knbL0cHAwRHxvsz8SmaeGxFPAlvRbpHR6C4BbgF+kXYW95eAPSNiBXAM8NbMfGKC4xuCx4HdgAsj4sTMvDsiFgGfjray4+HAoR5sj8TeMUz2ghr2gfGzD4yffaDnpnaS2t2ysznwr92Zpnsj4hrarSdExDLgi8C3ujMiGpCIWNDtnG+gfQ5mZff1VsAbImLHzLw7M5dPcpxDsIGsv0O7NeZh4O+A1cA5mXn7pMY5IN8D3gAcDVwUEcdn5mMRcTnwGPCFzLxjoiOcYvaOYbEX1LAPlLMPjJF9YDpM9e2+mflwZn4pM3/S/Wgt8IqIOJJ2u8/FblyDdz2wF61pZmZ+E9gHPxMzDrOzXpuZV9HOMv5MZn7PA5PRzHxWrjugfiAz/4R2ELg8IpZ0Ga/0wGR09o5BshfUsA+MkX2gjn2g/6bySuqsM3pExCnAv2fmtbTPRnwCeAL4SHcfvwZmdv2B1wD30pYM36X7aMZDtDO6GtFGZL2KdhZdI1hvn3YysCIzr+seOfB7wJ9FxAkuhT8ae8ew2Atq2Adq2Adq2Aemx9RNUtfbuM6g7TDP717+D9rS3Edk5srJjFDjtF79fx/YNTOPjojdaJ/f+ABwGe1WGY3ArGtsYJ92wczrmfnpiNjWA5PR2DuGJSIWZntUhPunMTLnGuvlfAb2gbHYQM72gZ6Kadjeu9sfPkzbCd7c3Zd/Bm0HeXxmPt2t0rU98ExmugrXgHS1PZG2A7k1M++LiE8BuwMnZOZTs3/XnfimM+saL5DzzD5tAe22RTPeRBuZs71jSnS1Opz2echbM/OJiPgEsCfw6+6f5oY513iBnI+zD8yNjczZPtBDvb+S2m04Xwfuoa0k99WIuI72jKhjMzNnnRm5Z4JD1Rh09f8acB/wVuCmiLga+FmePchcd2bMHfmmM+saLzZnbZoXmbO9YzpcSqvnLwM/6Gq8JDOPgudeJXH/NBJzrrHROWskG5uzfaBnej9JBXYA7s3Mk6M9TPeTwA9pDzXO7iyef8TD9XPA/Zl5akTsDpxHW23tw+BOfI6ZdQ1zrmHOAxIRi2mrcX4OeBQ4iPZc1Gu71xdYz9GZcw1zrmHO063Xq/tGxMwzze7sPjT+NuBG4O3AsRHxcs/iDVe3c/kJ7YHVS4Af056B9+7u9UXuXOaGWdcw5xrmPEhP0FY5PZT2CI4bgDuB/SNiO8BjgblhzjXMuYY5T7FeTlIjYkFEnEs783EgcCtwNbAwM88EvgzsS/uAswZmvfrvTHuo9XnAabRnWB0CkJlPT2yQA2HWNcy5hjkPT0ScDutuK72FdiXkTcAjwBXd16/1hPVozLmGOdcw52Ho6+2+p9Mm0J+j3UO+De0AY4uI2Ak4DNiVdulewzNT/z8G3gJcQ1vk63yAiLggIvbJzJsnOMahMOsa5lzDnIfn1IhYlpmfyswrI+KlwPtpCyc+STsO8EBzdOZcw5xrmPMA9PJKKvAD2sZzB23hixXATsCOwG8BRwC/mpl3TWyEGqeZ+t8OfIP2TLZXRsS+3Up3t9K2DY3OrGuYcw1zHoholgLfB3aLiD8FyMxLgb+hnbg+GfgWre7aBOZcw5xrmPOw9O4RNN2qW7vTbs+6ODNvjIhlwJHAPZl5eURslZmPT3SgGosN1H874BhgdWZeHBGbzV4CX5vGrGuYcw1zHpZuQZO1EfGSzHw0Ir4MPJ6ZH5n1O4u8dXs05lzDnGuY87D06kpqt3FlZq4AHgKOjIiDMvMBYA3w0YjYgrYghgbm/6n/KtoCWh/q6u/OZURmXcOca5jzsMwcaHbfvgogMz8ALIqIC2Z+zwPN0ZhzDXOuYc7D04srqd0Z8JjZuCLiY7QFLx4AXgPsQbtEf01mXrDBf0hTyfrXMesa5lzDnIflp9Tzd2m3b3925sAyIj7ffX//5EY63cy5hjnXMOfhmvgkNSJi9upaEXEGsEdmHtl9vxTYhXagsTIzH5vIQDUW1r+OWdcw5xrmPCwbqOdrgWMy8xlv0Zsb5lzDnGuY87BNbHXfaItYnAP8b0RcQVvQ4nDayltHz/qdVZn54KTGqfGw/nXMuoY51zDnYXmBeh7XHWgu8EBzNOZcw5xrmPP8MMlH0HwcWAhcRnsW6n7ANpl5DEBELEwftj5k1r+OWdcw5xrmPCzWs4Y51zDnGuY8D0xy4aQVwFOZ+V3aY2buBjIidgZw4xo861/HrGuYcw1zHhbrWcOca5hzDXOeB0onqdGcGhF7AY8BayNij8y8B7gBeALYq3JMqmP965h1DXOuYc7DYj1rmHMNc65hzvNP2SQ1IgK4CDgIOIW2mMV/AidFxN6Z+SPaqoyndfeaa0Csfx2zrmHONcx5WKxnDXOuYc41zHl+qizkAcAzmXkscD1wSmaeB6wE3h0RfwXsA/x1PvucIw2H9a9j1jXMuYY5D4v1rGHONcy5hjnPQ5ULJ90FXAeQmZdExKHd1+dFxC60RwWsAW4pHJPqWP86Zl3DnGuY87BYzxrmXMOca5jzPDTWSWp3yf0PgEeAK+k2sIhYCLwyInYE9ga2zcyLxzkW1bP+dcy6hjnXMOdhsZ41zLmGOdcwZ8WsZ+DO/T8e8YfAZsA/AK+m3V78zcxcERGf7b7fFzg5M28b20A0Eda/jlnXMOca5jws1rOGOdcw5xrmrLF8JrVbgeulwL8AD2fmN4CvAw8D74mIzYEE3gt8yI1rWKx/HbOuYc41zHlYrGcNc65hzjXMWTPm/Epqd3l+ObANbUno7YEvZOZ/R8SuwFHAtcCjwOrMvH1OB6CJsv51zLqGOdcw52GxnjXMuYY51zBnzTaOK6lnAfcBvwG8nrYi1zsiYtfubMcC4MTMvNmNa5Csfx2zrmHONcx5WKxnDXOuYc41zFnrjGPhpJuAuzPzzoi4CDgS2Ap4f0TsDDwJXD2G91U/WP86Zl3DnGuY87BYzxrmXMOca5iz1hnHJPWfaJfhoa3ItSgzz46Iw4HFwN/T7jPXMFn/OmZdw5xrmPOwWM8a5lzDnGuYs9YZ9+q+C4EzgX8GTgKOzsyHxvaG6hXrX8esa5hzDXMeFutZw5xrmHMNc9bYJqkREcAS4Hbgv4BjMnPlWN5MvWP965h1DXOuYc7DYj1rmHMNc65hzoIxPYIGINvsdw1wLm5c8471r2PWNcy5hjkPi/WsYc41zLmGOQvGfLsvQEQsysynx/om6i3rX8esa5hzDXMeFutZw5xrmHMNc57fxj5JlSRJkiRpY43tdl9JkiRJkl4sJ6mSJEmSpN5wkipJkiRJ6g0nqZIkSZKk3nCSKkmSJEnqjf8DWMy0YneKll0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pUqVK2jEkSZIkbamcnKQgHTgQ3ngDli1Lrik97bSkY9qpE1SunHbKjFQh7QBlSV5e3qqFk7bbbjuWLVsGwJNPPsmFF1643rEvvfQSp512WrFnlCRJklRM5s6FRx9Npu42aAB/+Qt89hl06QLvvQczZsAjjyTXnFqgrpNFahGZPn061157LQsXLuTaa69l6dKlXH/99axYsYLXX3+dQw89dL3jjzzySGbPns3SpUtLKLEkSZKkLTZzJjz0ULIK77bbwl//Cl99BV27wtChMH06PPAAHHIIVHQi68bwu1RE6tSpQ+fOnXnhhRfo3Lkzjz76KKeccgoVKlTgvffeY9KkSdx+++3k5+dz8803c8wxx9CtWzfeeuutX51nr732WnV71113ZfDgwSX9ViRJkiStz9SpyTYxAwcmhWiMsMsucOWVyVTevfaCENJOWWqV7iK1e3cYPbp4X2PPPaFv3w0+7a233mLw4MHMnTuXvn37snDhQh544AGOOOIItttuO4YPH84555zDOeecQ4cOHQCYNWsW//znP+nYseNvzpednc2VV15Z1O9GkiRJ0uaYNCkpSgcOhM8/Tx5r0wZ69UoK0912szAtIqW7SM0g7dq1o2HDhnTr1g2Arl27snz5cnr06MH8+fMBWLBgAfXr1181puIG2v0VKjgbW5IkSUpFjDB+/P8K0y+/TB5v3x56904K0xYt0s1YRpXuInUjOpwlpVmzZrz55psMGDCAihUrkp+fz0EHHcRxxx3Hm2++yZIlS5g6deqvitSVK1eu95wxxuKOLUmSJOkXMcIXX/yvMP3666Q7ut9+cPfdcMopsP32aacs80p3kZph5s2bR8eOHTnuuOP46KOPmDZtGrfffjvz5s3j3XffZdGiRWy99darnj937lzOOOMMqlev/ptz5eXlsd1225VkfEmSJKn8KSiAYcOSonTQIJg8GSpUgI4doVs3OPlkaNQo7ZTlikVqEcrKymLatGmMHj2ayZMnU7lwWekuXbpwzDHHcMopp6x6bn5+Pl988QUffvghrVu3TiuyJEmSVP7k58NHHyWF6eDB8OOPUKlSskLvNdfAiScme5oqFRapRWz48OFMmTKFefPm0alTJwAaNGjAokWLqLfaX/Ts7GwqVapEq1at0ooqSZIklR8rVyZ7lQ4cCC++CHPmQNWqyZ6lt90Gxx0HtWunnVJYpBapgoICevbsyTnnnMN///tfPv74YxYuXEjnzp259957uf/++6lcuTI9evSgZ8+eXHbZZS6OJEmSpFJvxYoV7Ljjjuy8884A9OjRgzfffJPx48cTQuC+++6jTZs26xxfUFBAp06deOihh9h1112LLlhuLrz1VlKYvvwyLFgANWrAsccmCx8dfXRyXxnFCqkILV++HIBly5bRo0cP9thjD4455hi6d+/OWWedxbvvvsuHH37I8OHDady4Md27d085sSRJkrTlRo0axemnn052djbZ2dnMnz+fqlWrkp2dTe/evbn44ovXO/6ee+7hwAMPLJoCdfFieP55OO00qF8/mbr78stwwgnw0ktJB/W//4U//MECNUPZSS1C11133arbP/30EyEEunTpQlZWFgC1a9fmtddeA+DAAw9MJaMkSZJU1IYOHcqrr77KRx99RN26ddlll13Ye++9gWQXjJycnHWO/f7777nlllu44oor+PDDDznooIM2PUBODgwZknRM33gj6aDWrw+nn550TA85BArXi1Hms0gtJqFwI99fClRJkiSprOrQoQOnnXYajRs35tZbbyUrK4v+/fuz/fbb069fP/70pz+tc+yNN95I9+7dOf/88+nWrRvz5s3jpJNO2vCL/vxz0hkdOBDeeSe55nS77eCcc5LC9IADoKLlTmlUrNN9Qwj9QgjHF94eEEL4NIRw7Zacs6CgoGjClXJ+HyRJkpQp9tprLxo3bgxA69at+frrr3n88cf54osvyM7OXu9035EjR3LRRRdRt25dOnfuzHvvvbfuF5oxA/r1g0MPhYYNk4J0/Phkq5hPPoFp0+D++5PtYyxQS61iK1JDCAcCDWOMQ0IIpwBZMcZ9gR1DCC0255zVq1fnxx9/ZMWKFcQYizRvaRFjZMWKFfz4449r3V9VkiRJKml//OMfmThxIgCDBw+mbdu2bL/99owbN4477rhjvb+3tmzZkkmTJgEwbNgwdtxxx18/YcoUuOeepDPauDFcdFGyZUzPnjBiRLKv6V13wb77JvubqtQLxVHshRAqAWOB14APgEOBN2KMr4UQTgOqxRj/vcaY84DzAJo1a9ZuypQpvzlvQUEBP//8Mzk5OeTl5RV57tKiYsWK1KpVi3r16rk6sCRJklL35Zdf8v/+3/8jLy+P/fffn/vvv5+JEyfSvXt33n333VXP69WrFyeccALt2rVb9djEiRM5//zzWbZsGbVq1WLQoEHUnDkzmcY7cGBSiAK0aZNM4+3cGVq1gsLL61Q6hRBGxhjbr/VYMRWpfwWOBS4ELgauAvaKMY4JIRxRePu2dY1v3759HPHLX0ZJkiRJZVuM8NVX/ytMx45NHm/fPilMTz0VWmzWZExlqPUVqcU1Ubst0D/GODOE8B9gP6Ba4bEauPWNJEmSVL7FCKNG/a8w/eabpDu6335w991wyimw/fZpp1QKiqtInQT8Mpm8PdAcOAD4DNgD+LqYXleSJElSpioogM8+S4rSQYPghx8gKwsOPhguuQROPhkaNUo7pVJWXEXqAODRwutPKwEdgZdDCNsBRwMdiul1JUmSJGWaGOGJJ+Caa5JFjypVgsMOg2uvhRNPhHr10k6oDFIsRWqMcRHwh9UfCyF0BA4H7ogxrns3X0mSJEllx/TpcN558PrryQq8t90Gxx0HtWunnUwZqsQ2D4oxzgeeK6nXkyRJkpSiGGHAALjsMsjLg3vvha5d3SZGG+QOt5IkSZKK1pQpcO658Pbb0LEj/OtfsNNOaadSKeHHGJIkSZKKRkEB/POf0Lo1fPIJPPggvPuuBao2iZ1USZIkSVtu8mT461/h/feTRZEeeQSaN087lUohO6mSJEmSNl9BATzwALRpAyNGQP/+8NZbFqjabHZSJUmSJG2eSZOS7umHH8KRRyYFarNmaadSKWcnVZIkSdKmyc+He+6B3XeHMWPg0UeTLWYsUFUE7KRKkiRJ2nhffw1duiQLIx17LDz8MDRunHYqlSF2UiVJkiRtWH4+3Hkn7LknTJgATz4JQ4ZYoKrI2UmVJEmStH7jx8PZZ8Pw4XDSSdCvHzRqlHYqlVF2UiVJkiStXV4e9O4NbdvCd9/BM8/AoEEWqCpWdlIlSZIk/dbYsUn3dORI6Nw52WZm223TTqVywE6qJEmSpP9ZuRJuvhnatYOpU+H555MvC1SVEDupkiRJkhKjRyfd09Gj4bTT4P77oV69tFOpnLGTKkmSJJV3K1bA9dfD3nvDjBkweHBy/akFqlJgJ1WSJEkqz0aOTLqnY8fCGWdA376wzTZpp1I5ZidVkiRJKo+WL4err4bf/x7mzk32PH3iCQtUpc5OqiRJklTeDB+edE9/2f/07ruhdu20U0mAnVRJkiSp/Fi2DK68EvbdFxYuhNdfh0cftUBVRrGTKkmSJJUHn3wCXbrA11/DuefCnXdCrVppp5J+w06qJEmSVJYtXQqXXgoHHAC5ufD229C/vwWqMpadVEmSJKms+vBD+OtfYdIkuPBCuO02qFkz7VTSetlJlSRJksqaJUugWzc4+GDIz4f33oMHH7RAValgkSpJkiSVJe+/D23awP33J4Xq2LFwyCFpp5I2mkWqJEmSVBYsWgQXXACdOkFWVjLV9957oXr1tJNJm8QiVZIkSSrt3n4bWreGhx9OFkkaMwYOPDDtVNJmsUiVJEmSSqucnGQ7mSOOgGrVYOhQ6NMHttoq7WTSZrNIlSRJkkqj119PuqePPgpXXglffAH77pt2KmmLWaRKkiRJpcn8+XD22XDMMbD11vDpp3D77UknVSoDLFIlSZKk0mLIENhtN3jySbjmGhg1CvbZJ+1UUpGqmHYASZIkSRswdy5ccgk89VSyvcyQIdCuXdqppGJhJ1WSJEnKZIMHJ93TZ5+FXr1gxAgLVJVpdlIlSZKkTDRnDlx8cVKctm0Lb7wBe+6Zdiqp2NlJlSRJkjLN888n3dNBg+Dmm2HYMAtUlRt2UiVJkqRMMWsWXHQRDBwI7dvDe+8l28xI5YidVEmSJCltMcIzzyTd0yFDoHfvZGsZC1SVQ3ZSJUmSpDTNmAEXXAAvvQQdOsCjj8Kuu6adSkqNnVRJkiQpDTEm+53uthu8+SbcdRd8/LEFqso9O6mSJElSSfvxRzj/fHj1Vdh//6R7ussuaaeSMoKdVEmSJKmkxJgUpLvtliyK1LcvfPCBBaq0GjupkiRJUkmYOhXOOy+Z2nvQQTBgAOy8c9qppIxjJ1WSJEkqTjFC//7JSr0ffwwPPADvv2+BKq2DnVRJkiSpuPzwA5xzDrz7LnTqBP/6F+ywQ9qppIxmJ1WSJEkqagUF0K9f0j0dPhwefhjeeccCVdoIdlIlSZKkovTdd0n3NDsbjjgCHnkEmjVLO5VUathJlSRJkopCQQHcey/svjt88UWyMNIbb1igSpvITqokSZK0pb79Frp0SRZGOvbYZHpv48Zpp5JKJTupkiRJ0ubKz4c+fZLu6bhx8PjjMGSIBaq0BSxSJUmSVKasWLGCJk2a0LFjRzp27Mirr7666ljnzp3Jzs5e59jRo0fTqVMn9txzT6644goAfvrpJ0466SQOOeQQTj31VHJycpInT5wIBxwAl1+eXHs6fjyceSaEUJxvTyrzLFIlSZJUpowaNYrTTz+d7OxssrOzOfbYYwEYNGgQr7322nrH3nLLLTz++OOMHj2acePGMWHCBK6++mq6dOnC+++/z9577809ffrA7bfDnnvCN9/AU0/Biy9Co0Yl8fakMs9rUiVJklSmDB06lFdffZWPPvqIunXr8vTTT1NQUEDv3r3529/+tt6xderU4csvv6Ry5crMnj2bhg0bMnHiRNq3bw9AsxD4vH9/mDULTj0VHnwQtt22JN6WVG5YpEqSJKlM6dChA6eddhqNGzfm1ltv5ZFHHmHcuHHccsstfPrpp+sde9JJJ/HEE08watQoDjnkEGrVqsXpp5/ODddfz/8Bdw4YQL9ateC55+APfyiZNySVMxapkiRJKlP22msvqlWrBkDr1q3p3r07hx12GEceeeQGi9Qbb7yRYcOGEUKgb9++DBw4kEsOOYQRDz3EgK+/ptl227Hv6NFQv35JvBWpXPKaVEmSJJUpf/zjH5k4cSIAgwcPZsqUKYwdO5aOHTvy2GOP0b17d8aOHbvWsZMnT2bKlCmsWLGCTz7+GJ5/Htq1o+38+Xy+007c/eGHFqhSMbOTKkmSpDLlH//4B6effjp5eXnsv//+5ObmUqlSJQBuuOEGOnbsSJs2bejVqxcnnHAC7dq1WzX2rrvu4sADD2T+3LkcXbkyJ+bkwF/+wsO7786xixez0047pfW2pHIjxBiL/qQhVAS+L/wCuBh4dfX7Mca1f3wFtG/fPo4YMaLIc0mSJEnrtXw53Hwz3HYbNGgADz8Mxx+fdiqpzAkhjIwxtl/bseLqpO4OPBNj7FkYYK/V70uSJEkZ5/PP4eyz4auv4Kyz4O67oU6dtFNJ5U5xXZPaATguhDA8hDAAOGD1+4Wd1l8JIZwXQhgRQhgxZ86cYoolSZIkrSE3F666Cjp0gJwceO01+Pe/LVCllBRXkfo5cFiMcR+gElBnjfvHrDkgxtg/xtg+xti+vhejS5IkqaR07Qq33w5dusC4cXD00Wknksq14pru+2WMcXnh7RFAtRjjjNXutyim15UkSZI23tChMGAAXHllUqhKSl1xdVKfDCHsEULIAk4Ceq5xf0wxva4kSZK0cVauhL/9DZo1g+uvTzuNpELF1Um9CXgaCMDLQLfV78cY3ymm15UkSZI2zr33JtN7X3wRqldPO42kQsVSpMYYx5Gs8Lu6Ne9LkiRJ6Zg2DW64Idle5sQT004jaTXFNd1XkiRJylzdu0NBAdx3X9pJJK2huKb7SpIkSZnptddg0CDo3RuaN087jUyScCUAACAASURBVKQ12EmVJElS+bF0abLlTKtWcOmlaaeRtBZ2UiVJklR+3HorTJ4M2dlQuXLaaSSthZ1USZIklQ8TJ8Idd8AZZ8DBB6edRtI6WKRKkiSp7IsRLrww2WrmrrvSTiNpPZzuK0mSpLLvmWfg/ffhoYegQYO000haDzupkiRJKtsWLEgWSdpnHzjvvLTTSNoAO6mSJEkq2669FubMSbaeqWCPRsp0/iuVJElS2TViBPTrBxddBHvtlXYaSRvBIlWSJEllU34+/O1vsO22cPPNaaeRtJGc7itJkqSy6eGHYeTIZNGkWrXSTiNpI9lJlSRJUtkzcyZcfTUcdhj86U9pp5G0CSxSJUmSVPZcfjksWwYPPgghpJ1G0iawSJUkSVLZ8t578NRT0LMn7LJL2mkkbSKLVEmSJJUdy5fDhRfCjjvC3/+edhpJm8GFkyRJklR29OkDX38Nr78O1aqlnUbSZrCTKkmSpLJh8uRkq5nOneGoo9JOI2kzWaRKkiSp9IsRLr4YKlaEvn3TTiNpCzjdV5IkSaXfiy/Cq68m030bN047jaQtYCdVkiRJpdvixdCtG+y+e/KnpFLNTqokSZJKt5tugunT4dlnk+m+kko1O6mSJEkqvcaNg3vugXPOgf32SzuNpCJgkSpJkqTSqaAALrgAatWC225LO42kIuJ8CEmSJJVOjz8OH38MAwZA3bppp5FUROykSpIkqfSZOxeuuAL23x/OOivtNJKKkEWqJEmSSp+rroIFC+Chh6CCv9JKZYn/oiVJklS6fPop/Otf0KMHtGmTdhpJRcwiVZIkSaVHXl6yWFKTJtCrV9ppJBUDF06SJElS6XH//TBmDAwcCDVqpJ1GUjGwkypJkqTSYfp0uP56OOYYOPnktNNIKiYWqZIkSSodevRIpvvefz+EkHYaScXEIlWSJEmZ74034IUX4NprYccd004jqRhZpEqSJCmzLVsGXbtCy5Zw+eVpp5FUzFw4SZIkSZntttvgu+/g3XehSpW000gqZnZSJUmSlLm++SYpUv/8Z+jUKe00kkqARaokSZIyU4xw0UVQrRr06ZN2GkklxOm+kiRJykzPPQfvvAMPPAANG6adRlIJsZMqSZKkzLNwYbLlTPv28Le/pZ1GUgmykypJkqTMc911MHMmvPwyZGWlnUZSCbKTKkmSpMwyalQyxfeCC5JOqqRyxSJVkiRJmSM/PylO69eHf/wj7TSSUuB0X0mSJGWORx6B4cPhP/+B2rXTTiMpBXZSJUmSlBlmz4a//z3ZD/XPf047jaSUWKRKkiQpM1xxBSxZAg8+CCGknUZSSixSJUmSlL4PPoAnnkgK1d/9Lu00klJkkSpJkqR0rViRLJbUvDlcc03aaSSlzIWTJEmSlK6774YJE+CVV2CrrdJOIylldlIlSZKUnilT4Kab4OST4dhj004jKQNYpEqSJCk93bpBhQpw771pJ5GUIZzuK0mSpHS8/HLydccd0LRp2mkkZQg7qZIkSSp5S5bAxRdD69bQvXvaaSRlEDupkiRJKnk33wxTp8JHH0GlSmmnkZRB7KRKkiSpZI0fD336wNlnwwEHpJ1GUoaxSJUkSVLJiREuvBC23jq5FlWS1lAs031DCBWB7wu/AC4GugOtgFdjjLcUx+tKkiQpwz35JHzwAfTvD/XqpZ1GUgYqrk7q7sAzMcaOMcaOQAsgK8a4L7BjCKFFMb2uJEmSMtW8eXD55bDvvvDXv6adRlKGKq6FkzoAx4UQDgHGAsuB5wqPvQUcAHy7+oAQwnnAeQDNmjUrpliSJElKzdVXJ4XqQw8le6NK0loU1/8OnwOHxRj3ASoBRwM/Fh6bB2y75oAYY/8YY/sYY/v69esXUyxJkiSlYtiwZIpvt26wxx5pp5GUwYqrSP0yxjij8PYIoB5QrfB+jWJ8XUmSJGWavDy44AJo1AhuvDHtNJIyXHEVi0+GEPYIIWQBJwEXkUzxBdgD+KGYXleSJEmZpl8/+OIL6NsXatZMO42kDFdc16TeBDwNBOBl4EXgoxDCdiRTfzsU0+tKkiQpk/z0E1x7LRx5JHTunHYaSaVAsRSpMcZxJCv8rhJC6AgcDtwRY8wpjteVJElShrn0UlixAh54AEJIO42kUqC4Oqm/EWOcz/9W+JUkSVJZ9/bb8OyzyXWoO++cdhpJpYQLGEmSJKno5ebChRdCixZw5ZVpp5FUipRYJ1WSJEnlyB13wKRJ8NZbULVq2mkklSJ2UiVJklS0Jk2CW2+FP/0JDj887TSSShmLVEmSJBWdGKFrV6hcGe6+O+00kkohp/tKkiSp6LzwArz5Jtx7L2y3XdppJJVCdlIlSZJUNBYtgu7doW3bZNEkSdoMdlIlSZJUNHr1ghkzYNAgqOivmZI2j51USZIkbbkxY+C+++C88+D3v087jaRSzCJVkiRJW6agAC64ALbZBnr3TjuNpFLOeRiSJEnaMgMGwKefwuOPQ506aaeRVMrZSZUkSdLmmzMHevaEgw+GM85IO42kMsAiVZIkSZuvZ89kVd9+/SCEtNNIKgMsUiVJkrR5Pv4Y/v1vuOwyaNUq7TSSygiLVEmSJG26lSuTxZK23x6uuy7tNJLKEBdOkiRJ0qbr2xfGjYOXXoLq1dNOI6kMsZMqSZKkTTNtGtxwA5xwQvIlSUXIIlWSJEmb5pJLIEa47760k0gqg5zuK0mSpI336qsweDD07p1cjypJRcxOqiRJkjbO0qXQtWuyku+ll6adRlIZZSdVkiRJG+cf/4AffoDsbKhcOe00ksooO6mSJEnasAkT4M474cwz4eCD004jqQyzSJUkSdL6xQgXXZRsNXPnnWmnkVTGOd1XkiRJ6/f00/D++/DQQ9CgQdppJJVxdlIlSZK0bgsWJIsk7bMPnHde2mkklQN2UiVJkrRu11wDP/8Mb7wBFexvSCp+/k+jErd48WJ22GGHVfdff/11zjzzzA2OKygooGPHjkyYMAGAhQsXcuKJJ9KhQweOPvpolixZUmyZSyO/z5KkLfb558kU365doW3btNNIKicsUlXi/v73vzNr1iwAcnJyuOqqq+jTp88Gx91zzz0ceOCB7LrrrgA88cQTdO7cmc8++4yOHTvyxBNPFGvu0sbvsyRpi+TnwwUXQMOGcPPNaaeRVI5YpKpEDR06lOnTp7PPPvsAcOWVV9KoUSOef/55FixYsM5x33//PbfccgvVqlXjww8/BKBOnTqMHz+eJUuWMHLkSHbZZZcSeQ+lgd9nSdIW++c/YeRIuPtu2HrrtNNIKkcsUlVicnNzueKKK3jooYcAmDRpEm+++SYPPvgge+65J0cfffQ6x9544410796d888/n4cffpgXX3yRgw46iC+++IJ+/fpRrVo12joNCfD7LEkqAjNnwtVXw2GHwZ/+lHYaSeWMCyepxNxwww107dqVhg0bAjB69GiOO+44dtppJ3baaSeWLl3KvHnz2GabbX4zduTIkfTp04e6devSuXNn3nvvPYYMGcIdd9zB7rvvzujRo7nuuut48MEHS/ptZRy/z5KkLXbZZZCbCw8+CCGknUZSObPBTmoIoXoI4S8hhD4hhAdDCFeFEFqXRDiVLW+88Qb9+/enY8eOjB49moceeojvvvsOgDlz5rBgwQLq1Kmz1rEtW7Zk0qRJAAwbNowdd9yRefPmMWbMGGKMZGdnl9TbyHh+nyVJW+Tdd5N9Ua+6CrzEQ1IKQoxx3QdDOB04BvgPMAxYBuwA/BHYDrg8xri4qEO1b98+jhgxoqhPqwzSsWNHsrOzue6663j77bdZsGABvXr14vTTT6dXr16ccMIJtGvXbtXzJ06cyPnnn8+yZcuoVasWgwYN4uuvv6ZLly5MmjSJ1q1b8+yzz/5qNVv5fZYkbaLly2GPPSAvD8aOhWrV0k4kqYwKIYyMMbZf67F1FakhhB2A42OM963jeAvgkBhj/yJLWsgiVZIkKQX/+Adcey28/jocdVTaaSSVYesrUtd5TWqMcXIIod8aJzoYOJVkmvA7xVGgSpIkKQXffw+33AKdO1ugSkrVhq5J3SaEcEYI4eQQQlXgWuA74Cvg+mJPp/Lt559hypS0U5R5KwsiPyxazvqm/kuSyrgY4eKLoWJF6Ns37TSSyrn1ru4bY5wdQngB2IekQB0ILCApVJ8s/ngql+bPh7vugnvvhcqVYepUqFEj7VRl0tK8Au4eN4uJOblsX6MyxzetxT71q1PBlRwlqXwZPBheey3ZE7Vx47TTSCrnNmaf1GxgF2AGcALwPdAS+H3xxVK5tHhxci3MjjvCrbfCAQckBeu//512sjJp4Yp8eo+ZwbcLczm2SS1W5EcemDCHKz6fzvszFrKywM6qJJULixfDJZckCyZdfHHaaSRp/av7AoQQugJ7AAF4K8b4XOHjNWOMi4ojlAsnlTO5ufDQQ9C7N8yZA8cfDzffnPyw3H//ZEPxb76BrKy0k5YZc3PzuH3sTObk5tGtVQPa1t2KghgZ+fNSXp62gMmLVlC7chZHN6lFp0Y1qVZxYz7PkiSVSldckcxg+uQT2HfftNNIKic2d3Xf7YG2McYX13G8HnBYjPG/RZa0kEVqObFyJTz6aFKQ/vgjHHposmBDhw7/e87AgckCDoMGwcknp5e1DJmxdCW3fTmDpXkFXNa6Ib+rXfVXx2OMfLUgl1emLmDcgly2qliBw7eryZGNa7F1ZT8okKQyZexYaNsWzj4bHnkk7TSSypHNKlILB14JNAEejDF+XfjYVkBnkv1TL40x/lTUgS1Sy7j8/GST8BtuSFYS3HffZJrvIYes/bktWiTXx3z0UYlHLWumLF7O7V/OBODKNg1pXrPKep//3cLlvDJtASN+XkqlCoGDG9bkmKZbU79qpZKIK0kqTgUFcNBB8PXXMHEi1K2bdiJJ5chmbUEDEGO8o7CjekYIYScgAsuA12KMpxV9VJVpMSYd0euvh/HjYc894ZVX4JhjYF0L9WRlJdfJdO8Ow4fDPvuUbOYy5OucXO4aO5OtKlbgqt0b0WirDReaO21dhUt225aflq7g1Wk5vDdjIe/+tJD9tq3BsU1r0bR65RJILkkqFo89BkOHJrOaLFAlZZANXpOaBjupZUyM8MYbyebgo0bB734HN90Ep54KFTbiWsdFi6BJk6SYfeaZ4s9bBo2eu5T7xs+mbpWKXLV7Q+pWXe/nU+s0d3keb0zP4b2fFrG8INK27lac0LQWLWpV3fBgSVLmmDsXWraEXXeFDz7YuJ/HklSE1tdJ9X8kFa8PPoADD0wKzPnz4fHHYdw4+MMfNv4HYs2acN558PzzyXY02iSfzl7MPV/NYrutKnHdno02u0AFqFulIv+3U136dmjKqdvX5tucXG4cPYNbRs9gzLyl7rUqSaXFVVfBggXJwoUWqJIyzGb/rxRCOKAog6iMGT4cjjgCOnaEyZOTH4ITJ8KZZ27eKr2/LIl///1FGrOse/enhfSbMIcWW1fl6j0aFdnCRzUrZXFy8zr07dCUv+y0DbNzV3Ln2FlcM/InPp29mHyLVUnKXJ98Av/6F/ToAa1bp51Gkn5jo6f7hhDejjEevtr9j2KMBxZHKKf7lmJffplcc/rSS1CvXvJJ7YUXQrVqW37u006D11+H6dOT7qrWKcbIkGk5PDd5Pm23qcbFrRpQOav4PinPK4h8Mnsxr0zL4aelK2lQtSLHNq3FgQ1rUNlP6CUpc+TlQbt2yeym8eOhRo20E0kqpzZ74aTCwbsDbYHGIYQzCx+uDuQWXUSVet98A716wbPPJgXkTTclix0VZTF56aXJ+R99NFlMSWsVY+SZ7+fz2vQc9mtQnfNa1qdihXUsTFVEKlYIHNSwJgdsW4ORc5cyZOoC/v3tXAZNWcDRjbem03Zbs5V7rUpS+u67L/lAedAgC1RJGWuDndQQwh7AnsBVQG8gkKzw+3aMcX5xhLKTWopMmZIUpI8/DlWqJMXj5ZfDNtsUz+sdcECyp+qkSZs3bbiMK4iRAd/8zAczF3P4djU5Y+e6VFjXysnFKMbI+AW5DJm2gHHzc9kqqwKHNU72Wq3lXquSlI7p05OFkg4+GIYMWffK+pJUAraokxpjHAOMCSG0jDE+UeTpVDrNnJnsbdq/f3K/a1f4+99h222L93UvvTRZFfjFF5M/tcrKgki/CbP5/OelnNSsNqc2r01I6ReQEAK71anGbnWqMXnRcoZMXcCQqTm8Pn0hBzeswTFNatGgmnutSlKJ6tEjme57//0WqJIy2qZck1oJOBvYFfgKeCzGmFccoeykZrC5c+GOO5IfcCtWQJcucN110LRpybx+fj60aAGNGiV7uwmA3PwC+n41i3Hzc/m/nbbh6Ca10o70GzOWruSVaQv4eNZiYoQODapzfNPaNK3hXquSVOzeeAOOPhpuuQWuuSbtNJK03k7qphSpTwKTgM+ADsDOMcYziizlaixSM9DChXDPPXD33cm+pX/+M9xwA+y8c8lnue++ZFrxp59Chw4l//oZZvHKfO4aO4vvFi3nnJb1OLhhZi8qNa9wr9V3f9lrdZtqHN+sNru416okFY9ly5JVfCtVgjFjkstzJCllRVWkZscYO67rflGySM0gS5fCgw/C7bcnXdSTT06uQU1zyfpFi5LO7ZFHJgsplWPzl+dx+9iZzFy6kotaNWDvetXTjrTRFq/M5+2fFvLm9IUszitgl62rcEKz2uyxTbXUpilLUpl0/fVw883w7rvQqVPaaSQJ2MJrUlfzUwjh78AwYF/gp6IIpwy1YgU88khy3emMGUlBeMst0H6tf49KVs2acN550KcP/PADNG+edqJUzF62ktu+nEnOinwub9OQ1nWKYJufElSjUhYnb1+Ho5vU4oMZi3hteg53jZtFs+qVOa5ZLX5fvzpZFquStGW++Sb5oPn//s8CVVKpsSl7QvyNpKjtDCwEzi+WREpXXh78+9+wyy7JYkg77wwffphcy5IJBeovLr44WfTh/vvTTpKKaUtWcNPoGSzNK+DqPRqVugJ1dVWzKnBkk1r02acp57WsR16M9Jswh8uHT+ednxayoqAg7YiSVDrFCBddlOxVftddaaeRpI22KUXqf4CpMcYLgZrAo8UTSakoKEimzrZunSyGVK9eUph+8AEceGDa6X6raVP44x+Tbu/ChWmnKVGTFuZyy+gZBODaPRux09Zl49qiX/Zava19Y3rs1oCtK2Xx2Ldz6fHZdF6euoCleRarkrRJnn0W3nknmRXVsGHaaSRpo21KkVonxvg4QIzxVqDehgaEELYNIXwRQqgYQpgaQsgu/GqzuYFVxGJM9krbay847TSoWDHZ4Pvzz5Mpvpk83fLSS5PrUwcMSDtJiRk3fxm9x8ykesUKXLdnI5pUL3sr41YIgXb1qnND20ZcvUdDmtWozHOT53PJZ1N59vt5LFhRLIuKS1LZkpOTbDnTvj387W9pp5GkTbIp16RODyH0BIYDewOzN2LMXUA1YHfgmRhjz02PqGLz7rvJMvTDhsFOO8F//pMUqllZaSfbOO3bJ13ee+9Npv9W3JS/zqXP53OW8OCE2TTaqhJXtmlInSpl+/2GEGhVuxqtaid7rb4yLYdXpuXwxvSFHNSoBse616okrdt118GsWckH0aXl57okFdqUTupZwFKSa1KXAf9vfU8OIXQClgAzSbasOS6EMDyEMCCEULZ/u850n3ySLJ5w2GHw44/Qvz9MmJAsqlDafpBdeilMmQKDB6edpFh9MHMR942fzQ41q3DtHo3KfIG6ph1qVuHiVg24c+8mHNCwBh/MWMRlw6fTb8Jspi5ekXY8Scoso0YlK/NfeGFmrSchSRtpo7eg2aSThlAZeBM4GXgRuAKYHmOcEUJ4AnghxvjyGmPOA84DaNasWbspU6YUea5y74sv4Npr4bXXoEEDuPpqOP98qFqK96fMz4eWLaF+/WTf1DLo9ek5PPXdPNrUqcYluzWgatamfLZUNs1fnsfr0xfy3oyF5OZH9timGic0q01L91qVVN7l58O++8LUqTBxItSunXYiSVqr9W1BU1y/7V4F9IsxLii8/2WMcUbh7RFAizUHxBj7xxjbxxjb169fv5hilVMTJsAf/pBcd/rpp9C7N3z/PVxySekuUCHp/HbvDp99VuaK1Bgjz0+ez1PfzWOf+tW5tPW2FqiF6lSpyJ932oZ7f9+Uzs1r8/2i5dw8egY3ffETX8xdSnF8+CZJpcIjjyTrSvTpY4EqqdQqrk7qh8AvS3HuCYwCegDjgLeBW2OM76xrfPv27eOIESOKPFe5M3ky3HBDcq3pVlslCyhcemnZ+6G1eHGy2u9hh8Hzz6edpkgUxMiTk+by9k+L6NiwBl12qUeFTF7EKmXL8wv4YOZiXp22gLnL82lSvRLHN61NhwbutSqpHJk1C373u+RD6XfeyezFDyWVe+vrpBbLhW0xxoNWe/FsoBvwNBCAl9dXoKoI/Pgj3HIL/OtfyWJCPXpAz57JlNiyqEaNZNrynXcmhfkOO6SdaIvkFUT6fz2HT2Yv4dgmtThtxzoEf9FYrypZFTii8dZ0alSTz+YsZsjUHB6aOIcXfpjPMU1qcXDDGlS2Cy2prLviCliyJLke1Z8bkkqxYumkbik7qZtpzhy47Tbo1w/y8uDcc5PVexs3TjtZ8Zs+PSlOu3aFe+5JO81mW55fwP3jZzN63jL+uEMdTmhWxrreJaQgRr6Yu5QhU3OYtGg5W1eqwFFNanHodjWpXrGULQ4mSRsjOxsOOST5uX/LLWmnkaQNWl8n1SK1LFiwILn2pG9fWLoUzjgDevUq9R3FTfaXv8BLLyUFa61aaafZZEvzCugzbibf5CznrBZ1OXS7rdOOVOrFGJmYk8uQqTl8OX8ZVbMCh223NUc12ZralcvXCsmSyrAVK2DPPSE3F776CqpVSzuRJG1QiU/3VQlZsgTuuy+Z5jp/frI40o03wq67pp0sHT16wFNPJdOcL7ss7TSbJGdFPneMncn0JSu4aNf6dGhQI+1IZUIIgV1rV2PX2tX4oXCv1Ven5fDm9IUc2LAGxzatxbbutVoq5efn89FHH1GhQgUOPPBAp8SrfLv77mSRxFdesUCVVCbYSS2NcnPh4Yfh1lth9mw49li4+WZo2zbtZOnr2DFZufj775PrcUuBn3PzuO3LmcxbnsclrRqwR92t0o5Ups1ctpJXp+Xw0cxF5Ef4ff3qHN+sFtvXqJJ2NG3A4sWLadOmDZMnT+bcc8+lbt26zJgxg/r163PXXXetdcyHH37I2WefTdOmTQF46qmnaFx4CUTPnj3ZZZdd+Otf/1pi70Eqcj/8AK1awVFHwaBBaaeRpI1mJ7WsWLkSHnsMbropmdJ6yCEweDDst1/ayTLHpZfCiSfCwIHwpz+lnWaDflq6gtu/nMmyvP/P3n2HR1VtDRz+zSSZ9EYKgRBCUXoJhiK9WUFQbIBeL0oREQQBaYoUEUSlqYCKUnMtKDZQPhTBANJCQgldUFoISYD0OpmZ8/2xQwQNPcmZJOt9njyEZM7MOiHMzDp77bU0xjcJoo7M+SxxQa5ODKjjz6OhPqyLS2fDuXR2nM+iaSVXeoR4U9fbRVbl7NSECRNITEwkOzubRo0aMWLECDIyMujUqdNVj9m2bRvvv/8+3bt3v+LrUVFRREVFMXPmzBKOWogSNnw4GI3w3nt6RyKEEMVG2l2WBVarKmOtXx+ef141Qvr1V9i4URLUf3roIbjjDrVH1w6rBC53omC2Z75N47UwSVBLm6+zI30LZq0+UcOXExl5vLkvgTf2nmP3hWxst/D7Y7VaiYyMZPPmzded1RoXF8fq1atJSEgo/FpGRgZr167l4MGDN/3Y5d3WrVuJi4ujZcuWuLm5MWLECOLi4njttdd4+umnr3nc9OnTCQ8PZ+TIkQBYLBb69+9P/fr1+fLLL7HZbFc9Xgi79sMPsGaNGjdXUC0ghBDlgSSp9kzT1Epp06aqKZC7O6xeDdu3Q9euekdnn4xGtTd11y7Ytk3vaK7qSGoO0/edw9loZFJYVSk11ZG7kwMPh/owt1UI/e7wIyXPypyDibwafZbfEzOw2K6dbGZmZlKzoEnZCy+8wLp161i8eDFjxoy56jGHDx+mb9++HDt2jC5dunD27FnMZjPdunXj4MGDDB48mNWrVxfreZZlubm5jBkzhg8//PCKr+/bt4/o6GjuvPPOqx47YMAANm3aRHR0NIcOHSI6OpqIiAhCQ0OZOnUq58+fZ3QZ28Muyp+bucBVKCtLraI2agQjRpRsgEIIUcqk3NceaRr8/DNMnAgxMVCnDnz5pWqMZJTrCtfVr5/62c2ZA23b6h3Nv+y5mM37h5IIcHFkXJMg/Jzlv6E9cHYwcm+wF52reLLjfBY/nk7loyMXWHUilW4hataqcxGzVm+lBDU2NpZly5ZRu3Zt4uPj2b17N6GhoYwfP57u3btTr149IiMj6dmzZwmecdkxZcoUhg0bRlBQ0BVf7969O507d6Zp06b06NGjyGPvv/9+nJxUc6yGDRty6NAhYmJieO655wgICOCZZ56hY8eOJX4OQvzT5XusX3jhhcI91qtXr77qHut9+/YxZMgQTCYT1c6fZ/np0zhs2QJOTrLHWghRrsi7Y3uzZYuacbZlC4SGwpIlaqRMGWkCZBfc3eGFF9TM2D//hNq19Y6o0LbETD4+ep7qHibGNg7C00lmdtobR6OBdpU9aBPozt6LOaw5k8qK4xf5/lQK9wd7c09VT9wL/t2uVoL6zjvvXLMEtXfv3litVn7++We2b9/OpEmT8Pb2pkmTJuzbt48FCxYwefLk0jplu7du3Tp27NjBokWL2Lt3L10LKkl+/fVX0tLS8PIqelxTfn4+7dq14/fff0fTNNavX0+/fv1IS0vj+PHjAOzcuZNatWqV2rkIccmtXOCaP38+X331FdXS7dc4YQAAIABJREFU0ni4cWO2PPAAndq1kz3WQohyRzIfexEdrVb/fv4ZqlSBBQtg4EAwmfSOrGwaNgxmzVIjeuykmcT6s+msOH6Ret4ujGxUGTdHWRW3Z0aDgbv83Wjm58rRtDzWnEnl65MprDmTStcqXnTyNzFmzBi+/fZb+vTpU3jcpRLUe++995r3n5eXx+rVq/Hz88PxsotQGzduJC0tDX9//xI7t7Jm7969hZ936tSJDRs28NZbbxVeHFiwYAEAkydPpmfPnoSHhwPg5OTE6NGjCQsLw8XFhSFDhtC0aVNq167Ns88+S5s2bcjOziYiIkKX8xIV161e4Prkk09UtdXTT5NoNBI0aVLhHusOHTrw5Zdf0rt3b4xSdSWEKOs0TbO7j/DwcE0PGRkZWo0aNTRN07QRI0ZoHTt21Jo1a6Zt2rTpqsf8/vvvWufOnbU2bdpo48eP1zRN09LS0rSePXtqrVq10h544AEtMzPz6g+6f7+m9eqlaaBpfn6a9u67mpaVVaznVWE984ymubtrWkqKrmHYbDbtu5PJ2tORf2mz9ydoeVarrvGIW3cyI1f74GCi9p/Iv7RGTw3WBs36SDuXbdY6dux4xe2ysrK0O+6444buc+LEidrixYuv+Nqvv/6qPfPMM8UVthDCjuTk5GitW7fWzp07d8Vzx48//qi1bt1aW7169bXvYNky7TPQ+rRooWmapi1ZskTr1q2blpSUpL333nvayy+/XILRCyFE8QGitavkg3Kp7TKXSm/27NmDm5sbkZGRLF68mEmTJhV5e03TGDRoEJ9//jlbt25lz549REZGsmLFCh5//HF27NhBp06dWLFixb8PPn4cnn4amjSBDRtg6lQ12/OVV8BN5mQWi5EjVWOJTz7RLQRN0/j8r2RWnUylXWUPRjQMxCRXuMusUA9nhjUIZFbLaqTt/p3V/1tK09btidq9h7adOtO1a1c0TbtmCSrAwIED2bBhAwDJycn4+voSERFR+Fxz6WtC6OHyZmAvv/wynTp14q677mLz5s1XPWbr1q106dKFtm3bMmHChMKvZ2Vl0aJFC06ePFnSYZcZ19pj/euvvzJq1KirH5yczKGXX2aOuzsfrlsH8K891peeW4QQoiyTct8Cl5feNGvWjGbNmgGQkJBAlSpVijwmNzcXi8VS+EJTvXp10tLS8PX15cCBA2RlZRETE8PgwYP/PujMGTXndOlSVco7diyMGQN+fiV+jhVOs2Zqluz778PLL0NB85TSYtU0Fv9xgc0JmdwX7MV/alfCKPM3y4XKrk6cPnyAlDwLP59NZ+Rj3ag5dQkXvv2ExuHN8fP0uGoJKsBrr71Gv379mDp1Ko0aNeLhhx/GYrHwn//8h3bt2uHj48PSpUv1Oj1RwRV1wXbPnj2MHDmSyMjIf93+0gXbjRs3EhQUxAMPPEBkZCQtWrTgscce48KFC6V/EnbsVvdYA8QPH85/U1P5/Icf8KlUCYC6devKHmshRLkjSSp/jzf4596yvLw8Xn/99au+WXR1daVRo0Z89NFHBAUFsX79eubOnUtycjIREREsXLgQV1dXlfAmJsKMGfDRR+rgF1+EV1+Ff1xJFcVs1Cjo0QNWrYK+fUvtYfNtGgsPJ7HrQjaPhvrQK9QHgySo5Y6vsyN9alWix66tbIjPYF3vwfg/Oog7PJ1xqu6NTdOYOnXqv46rWbPmv1alTCYTX331VWmFritN08jXNPKtGmabRn7Bx+WfX/3vthu6vauDEW+Tw5UfTg74mBzwMjng4WiU/5NFKM4LtgaDgYiICJ544olSi78suNU91uzYwSuffUaChwf933kH3nmH8ePH89xzz8keayFEuWPQbmFgfUlr3ry5Fh0dXWqPN378eJo0acJTTz1Fp06dCq8UDxo0iGbNmvHiiy9e9ViLxUJkZCRvvPEGvXr1YuTIkQwYMIARI0bQpEkT9m7axCejRrHgyBHIy4Nnn4XXX1ede0XJs9mgfn3w8oKoKCiFN6W5VhtzDyRyMDWX/9SuxAPVvEv8MYV9MFttbErIZG1cGudzLQS7OfFQiDetAz1wNNpXQlQcieKN3fayz60Ff7/N1x0DYDIacDIaMDmoPy99mIwGHA0Gsi020vKtpJmtWIt4OAcDeDn9O4kt6nP3CpLQ5ubm0qVLl8ILtpdeC/Py8mjbti1Lly6lcePGRR776KOPct999xEUFMTIkSM5cOAA7u7ugErEli1bRo0aNUrpTMohiwVatIDz5+HwYfD01DsiIYS4bQaDIUbTtOZFfU9WUim69KZr1644OztfM0EFcHR05M477yQjI4Nhw4YBaj/Zvh07aPz990TOmKGS0759YcoUNfNUlB6jUe1NHTIEfv8d2rcv0YfLyLcya38iJzLyGFzXn/ZB8kaiIjEVzFrtUtWTHUlZrDmTysdHL7DqZArdQ7zpGOR5xazVG0kUr5742U+i+K9k0WDA2cGAh5NDYeJ4eRJ5Y58bi/6egwGHm0gYNU0jy2IjzawS1kuJ6z8/P51pJj3/6gntpcTVy1SwGluQxF5amfUp+L5bGU5or7ZXctiwYfTv3/+qCSrAV199VXjBdvjw4YUJqigmCxbA3r3w9deSoAohKgRZSb1MZmYm/v7+7Nu3j3r16uHl5YXVai1sGFHU3rLNmzfTrVs3ateuja+vL599+inn5s+n//z5HLZaqebmxsZVq6j54IOlfj6iQHY2hIRAhw7w3Xcl9jApeRbejk0gMcfCsAYBhPvLm7SKTtM09ibnsPp0KsfS83BxMODsYCyxRPGKZNFQkNw5GG8pUVR/LzpRdDIa7G5luDjYChLadLOV1IIktvDzyxLb9ILPbUXch2NBQut1jZXZSx9uDvaV0IaFheHj4wOoktTw8HC6du1KfHw88+fPv+7xp06d4pFHHiEqKgqny3oAyErqbYqPh3r1oG1bWLu2VCqChBCiNMhK6g2aMGECRqOR7OxsJkyYwIwZMwqbRQBF7i3btm0bK1eupPu998LixdCxI8Hx8XzasiXjLBY2Rkfb1ZuQCsnNTa2kzpihuirfcUexP0RiTj4zYxPIyLcypnFlGvi6FvtjiLLHYDDQzM+NZn5uHE3L5ffETIAbSA6LThT/+T0HA/L8UoyMBgOeTg54OjkQfJ1rTLbLVmhTzQWJ6+WrtGYrKWYrJzPNpF8loXUyGPAyGa+SxDri7WRUf5occHUwlPi/9T/3Si5cuJD69etz9913065dOwIDA/n222+LvGALMHbsWGbPnn1Fgipu07Fj8MwzYDbD/PmSoAohKgxZSS2wdetWZs2aRUpKyhXdC//v//6PFStW8MUXXxR5XI+HHuLi0aPknT5NB7OZuW3bYpk6lbARI+jQoQPt27eXwdr24Nw5tQ948GD44INivevTmWbe3p+A1aYxtkkQtTydi/X+hRBlm03TyMy3/SuJLar8ON1spahXZSeDoTCBLbLk+LKmUKWR0IoSZrXCvHkwcSK4uMCiRSANqIQQ5cy1VlIlSeUWm0XYbPDNN3w/ciTdz57FsVkzHjAYmP7RR+w/cIBVq1axbNkyvvjiC06cOMHcuXNL7XzEVTz7rNrPExcHxTSD8lhaLu8eSMTZaGB8kyCC3U3Fcr9CiIrJpmlk5NsKV2YLV2mLWKlNz79KQms0XJHEXq3c2NvJARdJaO3PoUPQvz/s3Ak9e8KHH0LVqnpHJYQQxU7Kfa/jpppFaJraEzJxIuzdy/316uG0ahU8+igNR4/m0OHD/xqs3bFjx1I+I1GkkSNh+XJ1RXrcuNu+u/3J2cw7mISPswMTmgTh7yIlbkKI22O8bMU05Dq3vZTQ/r0SayHNfOnvFtLyrVzItXA8PZeMfFuRCa3JaLhmEnv5310cpCKoRFks8O67qsmipyd8/jn06SMlvkKICkmSVG6hu++0aZCeTv7SpbT74AN+79YNLSeH9evX069fP9LS0mSwtj1q2hS6doX331cJq+nWVz2jzmex4HASwW4mxjUJwtvkUIyBCiHE9V2e0F6PVdPIKFiJLaoxVLrZSlJuPseukdA6Gy8rOS4oLw5yc6KmhzM1PE2SxN6O2Fh47jnYvVuV9X7wAVSurHdUQgihG0lSuYVmEV9/DUFBODk5MdpkIiwsDBcXF4YMGULTpk2pXbu2DNa2V6NGQffuquz36adv6S4iz2Ww+I8L3OnlzOjGlXF3lARVCGHfHAwGfEyO+Jiu/7J/eUJ7tf2zibn5HE3LJdOiWkIZgKpuTtTydKampzO1PE1UdzdhksT12sxm1dRv+nSoVAlWrYLHHtM7KiGE0J3sSRUVi80GDRuqjr/R0TddRvXTmTS++CuZJr6ujGgYeMXMSyGEqGhSzRZOZJg5kZHHiYw8/sowk5ZvBcAIVHM3UdPTVJi8hribcCqH44tuSUyM2nsaG6sums6bB/7+ekclhBClRvakCnGJ0ahKfQcPhs2b4Qb3C2uaxlcnUlhzJo27A9x5oV5AuZwTKYQQN8PH5EgzP0ea+bkB6rkyxWwtSFhV0hpzIZtNCWr8kqMBQjxM1PJQSWtNTxPBbqaK9XyamwtvvAHvvAOBgfDDD6pBkhBCiEKyknoLEnLyqWRykDKmsionB0JC1GD0H3647s1tmsbyYxfZcC6DLlU8efZOP4zSyEIIIW6IpmlcyFMrrn8VrLieyDCTbVWlwk5GA6HupsKktZanM1XdnMrn8+yOHWr19PBhtQd1zhzw8dE7KiGE0IWspBazDw+f52y2meb+7rQJdKehrysO5fHFtLxydYUXX4Q331SD0u+886o3tdg0Pjpynh3ns+gR4s2TNX1lXIMQQtwEg8FAgIsTAS5OtAxwB9TFv6RcS+GK64kMM1sSM1gfry6cOxsN1PA0UdPDubBUuLKrY9lNXLOzYdIkmDsXgoNh3Tq4/369oxJCCLslK6m34EBKDtuTMtl1Pptsqw0vJyN3B3rQJtCd2p7OksSUBQkJEBoKgwbB/PlF3iTPauP9Q0nsS86hT01fHqouV7uFEKKk2DSNc9n5nMhUZcInMvI4lWnGbFPvU1wdDGq11ePvFdcAF0f7f83dskWtnh4/Di+8AG+/DV5eekclhBC6u9ZKqiSpt8Fss7EvOYdtiZnsvZhDvqYR4OJIm0B32gR6EOx+6yNORCno3x9WroQzZ1RXxctkWazM3p/IsfQ8+tfxo3MVeUMhhBClzappnM3KVyuumapU+HSmGUvBWxcPR2NhmXBNT2dqeThTydnBPhLXzEyYMEFdCK1ZEz79FLp00TsqIYSwG5KkloJsi43oC1lsS8rkYEouGhDqYaJ1oDutAzzwc5HKaruzfz80aQJvvQXjxxd+Oc1s5Z39CcRlmXmxfiCtCsrThBBC6M9i0ziTVdBROFPtc43LMmMteDvj5WQsGIPz96qrr3MpvwZv2AADB8KpU/DSS2rMjLu8lgghxOUkSS1lqWYLO5Oy2JaUxZ8ZeQDU83ahdaA7LQPc8XSSuZp247774OBBOHECTCYu5OYzMzaBlDwrIxoG0qSSm94RCiGEuA6zzcbpTPPfzZky8ziblc+ldzi+JoeCva2mwpJhL1MJvBanp8OYMbBokep3sGQJtGtX5E0zMzNp3LgxJ06cAGDIkCG0atWKZ5999roPs3fvXsaMGcP69esLvzZu3Djq1KnDgAEDiuVUhBCipEnjpFLmY3Lk/mre3F/Nm4ScfLYnZbItMYulxy6y4vhFmlRyo02gO8383HCRDsH6GjUKHnwQvvqKs72e5O39CeRaNcY1CaKOt4ve0QkhhLgBJqORO7xcuMPr7+ftXKtKXAs7Cmea2X0xuzBx9Xd2/LtM2NOZmh4m3G/nIvK6darPQXw8vPKKGjPj6nrVm0+YMIHExERAJahRUVG0atXqug9jsVgYOnQoTk5OhV+LiooiKiqKmTNn3nr8QghhR2QltZRomsbJTDPbkzLZnpRFitmKs9FAuL8bbQM9aOjrWrHmxNkLTYNGjchzMjFi/nc4GI2MaxJEdQ/ZTyyEEOVNtsXGyUzVTfhSZ+GkXEvh9yu7Ol7WUdhEDQ9nXB2vczE5JUVd8Fy2DBo0UKun10k2t27dyqxZs0hJSSEyMpJTp06xdOlSatSocd2V1BkzZuDq6soPP/xAZGQkFouFsLAwOnToQPv27enduzdGo1wAF0LYP1lJtQMGQ0FXQk9n+tSqxJG0XLYnZbHzvCoL9nQy0ipANVy6w8u57LbZL2sMBuIHD6XqiKE0io3i8ed6EeTqdP3jhBBClDlujkYa+LjSwOfvFc7MfCsnL1txPZaey47zWQAYgCpuTtT0+HvFNdTDhPOlKqjVq1XH3qQkeO01eP11cHa+Zgy5ubmMGTOGb7/9lj59+gAQGhp6Q/EfOXKEjRs38ssvv/BDwZzviIgIQkNDmTp1Kl988QWjR49m7ty5N/mTEUII+yJJqg6MBkPhi+R/7/AjNjmbbUlZbErI5Nf4DPydHWkd6E6byh6ESIfgEhVzIYuP63dhjq8fz6+NwPTik3qHJIQQohR5ODnQyNeVRr5/J65pZisnCzsKmzmUmsvWpL8T1zr5GfSdN5U7fvqWvMZNMK5Zg1N4+A093pQpUxg2bBhBQUE3FafNZuOll17io48+umKlNCYmhueee46AgACeeeYZOnbseFP3K4QQ9kiSVJ05GQ2E+7sT7u9OjsVGzMUstiVm8dOZNNacSSPE3YnWBTNY/V1kha84/Z6YwaIjF6jp54XT0BcxvTkN/vgD6tTROzQhhBA68jY50NTPjaZ+fzfPS8mzcCLDTN7KlTR5fQzOGems6j+SNX0HQ5aJajFnC/e21vJ0ppq7qchtPOvWrWPHjh0sWrSIvXv30rVrVzZs2HDdmP744w/i4uIYOHAgoJonjR49mrp163L8+HEAdu7cSa1atYrppyCEEPqRPal2Ks1sZef5LLYnZXIsXXUIruPlTJvKHrSSDsG37Zezaaw4nkwDHxdGNqyM68XzEBqqZqcuXKh3eEIIIexNYiIMHQrffAPh4WhLlnCxToPCva0nClZdsyw2AJwMBqp7mK6Y4VrV3QmHy7bzdOrUicjISECtsF6+J3Xy5Mn07NmT8Kus0F46NjMzk2effZb4+Hiys7OJiIigcePGJfqjEEKI4iAjaMq4pJx8tiepGaxns/NxMEAjX1faBHoQ7i8dgm+Gpml8fyqVb06lEu7nxtAGAZgulU0NHAiffw5nzoCfn76BCiGEsA+apl4bhg+HrCyYMkV173X8dzGapmmcz7XwV0Yef2VcmuWaR27BEFeT0UBo4f5WteIa5OokfSiEEBWSJKnlhKZpnM4ysz1JrbBezFMdgu/yd6NNoAeNpUPwNdk0jc/+TObns+m0r+zBwLr+V1zR5uBBaNQIpk+HV1/VL1AhhBD24exZGDIE1qyBu+9WnXvr17+pu7BpGgk5+Vd0FD6VaSbPpt5/uTgYqOGhktZLDRYruzhikMRVCFHOSZJaDtk0jT/SctmWlEXU+SwyLTY8HI20LOgQXMdbOgRfzqppfHr0AlsSM3kg2Iunalcq+ufzwAOwbx+cPHndDo1CCCHKKU1TI2VGjgSzWV28HD4cHIpnq41N0zibna9WWgtWXU9nmskveE/m5mi8oqNwXW8XvE2yzUcIUb5IklrOWWwa+1Ny2JaUye4L2eTZNPycHWgd6EHrQHequ5sq9BVZs83GgkPnibmYzeM1fHi4us/Vfx6//AL33w/Ll8N//1u6gQohhNDf6dMwaJB6PejQARYvhjvuKPGHtdg0zmab/y4TzsjjdJYZq6aaLN5T1ZOHQnwkWRVClBuSpFYguVYbMRey2ZaUyf7kHGxAsJsTbQoS1sAKNgM0x2Jj7sFEDqXm8t87/Lgv2OvaB2gaNG6s9hrt2QMVOLkXQogKxWaDRYtgzBj1WvDOO2oGqlG/vg/5No1TmXlsiM/g98RMTEYD9wV70T3EGw9poCiEKOMkSa2g0s1Woi5ksS0xkz8KOgTf6eVM60DVIbi8X43NyLfy7v4ETmaYGVwvgLaVPW7swCVLYMAA2LABunQp2SCFEELo76+/VPO8336De+6BTz6BGjX0juoK8dlmvj2Zys7zWbg4GHiwmjcPVPPGzVGaJwohyiZJUgXnc/MLGy6dycrHSEGH4MruhPu541rOXuSS8yy8HZtAUq6Fl+oHcpe/2/UPuiQ3V42jadECfvyx5IIUQgihL5sN5s+HCRNUBc3s2eoipR1X0ZzJNPPNqRSiL2Tj7mike4g39wV7Sad/IUSZI0mquMKZTDPbkjLZnpTFhTwLJqOBZn5utAl0p2kltzLfITghJ5+Z+xLItFgZ3agy9X1cb/5O3ngDJk+Gw4ehXr3iD1JUeHFxcezevZuWLVsSFBSkdzhCVDx//KFmY2/dCg8+CB9/DCEhekd1w05k5LHqZAr7knPwcjLSo7oPXat4YpJkVQhRRlwrSZVnsgooxMNE71qVmNOqGpPCqtAhyINDqTnMPZjE0O2nWfzHBQ6l5mCzwwsY13MqM49pe86RZ7PxWtMqt5aggho54OwM8+YVb4Ci3MnMzKRmzZoALF++nGbNmtGzZ0/S0tKueszhw4fp27cvx44do0uXLpw9exaArKwsWrRowcmTJ0sjdCEqJqsV3n0XmjZVo8eWL4effipTCSpATU9nxjQOYnJYFULcTXz2ZzKjo+JYfzadfFvZe/0WQojL/XsStagwjAYDdbxdqOPtwn9q+3GgoEPwtsRMfjuXga9JdQhuE+hOqIf9dwj+Iy2XWQcScXEw8FqTKlR1M936nQUEqO6+y5fDm2+Cv3/xBSrKlQkTJpCYmEh8fDxz5sxh586dbN68mdmzZ/PGG28UeUxsbCzLli2jdu3axMfHs3v3bnx8fHjssce4cOFCKZ+BEBXIwYNq9TQqCh55BBYuhCpV9I7qttzp7cKEplU4lJrDqhMpLD9+kZ/OpPFIqA/tKnuU+eooIUTFJCupAgBHo4EwPzderB/IgjbVGVo/gBqezvx8No2Ju+MZF32W706lkJiTr3eoRdqXnM3M2AS8nByYFFb19hLUS15+We1P/eij278vUS5t3bqVuLg4WrZsyY4dO7j//vtxcXGha9eu7Nq166rH9e7dmxo1avDzzz+zfft2OnTogMFgICIigtDQ0FI8AyEqiPx8Nev0rrtUk6Qvv4Rvvy3zCerlGvi48npYFcY2royXycinf1xgXHQcvydmlsnKKCFExSZJqvgXFwcjrQM9GN2oMvNbV+e5O/3wcnLgm5OpjI6KY/LueH6OSyPVbLml+7+V8sj09HS6dOlC27ZtWbFiBQBms5lq1apxV9v23N+1C1m7N/N6WBX8XYqpQKBBA3jgAdVUIy+veO5TlBu5ubmMGTOGDz/8EFClusHBwQA4ODiQd53fmby8PFavXo2fnx+Ojo64ubkREBBQ4nELUeHs3QutWsHEidCrFxw6BL1723VzpFtlMBhoUsmNqc2qMrJhIM5GIx8dOc/46LNEnc+SZFUIUWZIkiquydPJga5VvZgYVoX3WoXQp5YvFk0j4s9kXtp+hpmx59ickEG2xXbD9/nP8sjt27czbNgwZs+efdVjXn/9dZ5++mm2bt1KREQEmZmZ7N69m7Y9HqXhjBUMXfotS4f+p/jH6owaBYmJ8MUXxXu/osybMmUKw4YNK2x65OXlRVZWVuH309PTr3m8m5sbCxYsICwsjJUrV5ZorEJUSGYzTJqkOrXHx6uV0y+/VNs5yjmDwUC4vztvhlflpQaBALx/KImJMfHEXMjCHptmCiHE5SRJFTfMz8WRh0J8mB4ezNvNg+lZ3ZvEHAuLjl5g6LbTvH8wkV0XsjDbrp6w3mp55KZNm+jduzcAXbp0YdeuXSz68VfW/d//sfmlx9n26kDyszKK/Zy55x5o1AjmzFHD3YUosG7dOhYtWkSnTp3Yu3cv8+bN4/fffwfg+PHj+Pr6XvXYgQMHsmHDBgCSk5OveVshxC2IjobwcJg2Dfr2VaunvXrpHVWpMxoMtApwZ2bzYF6oF0Cu1cbcg0lM3hNPbHK2JKtCCLslSaq4JcHuJp6oWYk5LasxpVkVOlf15EhaLu8dTGLYtjN8cvQ8B1Ou7BB8O+WRDg4OeHh4AFCpUiW+i/2TuKC6jF22ij/3RtO+XTs++eST4j9Rg0Gtpu7fDwVJhRAAe/fuJTIyksjISMLCwvjtt9/w9vbm+eefp2/fvgwaNAiAyZMnExMTc8Wxr732GlOnTqVDhw5omsbDDz+sxykIUf7k5sL48aq8NzkZ1qyBFSugUiW9I9OV0WCgXWUP3mlRjYF1/EkzW3lnfyLT9p7jcGqO3uEJIcS/yJxUUWysmsbBlBy2JWURfSGLXKuGj8mBuwPcaVPZg4/fnETTpk156qmn6NSpEyNHjuTgwYO8+uqrADRv3pyr/bvffffdbN++HQ3oM2EaZ528+O+TjzGoUTWMBgOrV6/m+++/Z8mSJcV/Ynl5EBqqGm6sXVv89y/KDavVypo1a6hcuTKtW7fWOxwhKpZt21Tn3qNHYcAAmDULfHz0jsou5ds0Is9lsPp0KilmKw19XHi8hi93ervoHZoQogK51pxUGUEjio1DQcOGJpXcMFv92JOcw7bETNbHp7PubDq/fPcjgZu2Mv+jjzkUu4958+bh6qrmmF6vPLJp06Zs3b6D3T612RWzm/7PD+bHV1+k47vvUq9ePb777jvuuuuukjkxZ2cYOlTtbTp0SDVUEqIIDg4OPPLII3qHIUTFkp2tmiLNm6dmnf7yC9x7r95R2TUno4F7g73oGOTBhnMZrDmdytS952hayZXHa/hS09NZ7xCFEBWcrKSKEpeVbyXqQjbbkzI5nJqLBmwZ/RQffb+OT0cNxs/Hiz179jBmzBiefPJJJk+eTM+ePQkPDy+8j50xu3nkqWfwbtwSy9G6tut1AAAgAElEQVQ9HNkTzaFDh+jXrx8Wi4W2bdvywQcf4OTkVDIncf48VK8OzzwDixaVzGOI8u3iRXjnHXj+eahdW+9ohCgfNm1Sq6Z//gkvvggzZ4Knp95RlTm5Vhu/nE3npzNpZFlsNPd347FQX0I8imGcmxBCXMW1VlIlSRWlKjnPwo6kLLYlZXIy04xmtWLct5nWd1Sn34OdcXf8d3ferHwrsw4ksufwHzRKOc7YZ57Ey8ur9IMfPBiWL4czZypEd0hRjGw26NkTfvpJlR9+8YUabySEuDUZGWrv6cKFUKsWLF4MnTrpHVWZl22xsS4ujf+LSyPXqtEqwJ1Ha/gUz+xxIYT4B0lShV2KzzazPSmLrYmZJOVacDRAmJ8bbQI9CPNzxWQ0kmq28E5sIvHZZl6sH0jLAHf9Aj58WJX6Tp2qSn+FuFGzZ8Mrr8Crr8KPP6pGXNOmwYQJYJT+dULclF9/hYED4fRpGDEC3nwT3HV8bSiHMvOt/HQmjV/OpmO2abSr7EGvUB8CXUuoWkkIUSHplqQaDIbKwDpN05oZDIbFQAPgJ03T3rzWcZKkViyapvFXhpltSZnsSMoiLd+Kq4OB5v7u/JGeS2qelZcbVqZxJVe9Q4Xu3dVog1OnwEUaTIgbEBUFbdtCjx7wzTdq/9ygQWo19ZFH1Oq8HpUBQpQ1aWnqYs+nn0LdurBkCbRpo3dU5Vqa2cqPZ1L5NT4Dm6bRIciTR6r74OciLU2EELdPzyQ1AmgBvAr01DTtWYPBsAR4S9O0Y1c7TpLUisumaRxKzWVbUia7zmdhNBgY07gyd3jZSUK4YYOanbp4seoiKcS1pKZCs2Zqxu6ePXCpOZimwXvvqTfcd94J330H9erpG6sQ9mztWrWf+9w59f9myhRwtYMLlxVESp6F1adT2XguAwPQpaoXPUK88XWWZFUIcet0SVINBkMX4EmgHhCLWlFdazAY+gCumqYt/cftnweeB6hevXr4qVOnSiQuUXaYbTYsNnBztKNySE2DsDCwWlXJpsGgd0TCXmkaPPmkSkC3bIGiRtJERqrb5OaqWY7SGViIKyUnw8iR6v9Hw4awdCm0aKF3VBXWhdx8vj+VyuaETByNBu6t6sVD1b3xdPp3PwkhhLieayWpJfLu32AwmIDXgfEFX3IHzhZ8ngxU/ucxmqYt0jStuaZpzQOkKY0ATEajfSWooJLSUaPg4EFYv17vaIQ9+/hjWLUKZswoOkEF1eglJkaVLvbqpcZoWK2lGqYQduv771Vi+vnn8Prr6v+KJKi68ndxYmDdAN5pWY2WAe6sjUtj5M4zfH0imax8ee4SQhSfksoAxgMLNU1LLfh7JnCpLsejBB9XiJLXpw8EBcGcOXpHIuzVvn3w8stw//2qNPFaQkLUSmv//jB9Ojz0EKSklE6cQtij8+fV82yvXuq5dtcueOMNNbNa2IUgVydeqBfAzObBNK3kxg+n0xi5M47vTqWQbbHpHZ4QohwoqWTxHmCowWCIBMKAHkC7gu81BU6W0OMKUfKcnWHYMPj5ZzhwQO9ohL3JzITevaFSJVWieCPde11cVDOYDz9U+56bN4fY2JKPVQh7ommwcqXqov7tt6prb1SU2mIh7FKwu4mXGgQyPbwq9Xxc+OZkKqN2nuHHM6nkWSVZFULcuhIfQVOQqPYEtgAbgAeBuzVNS7vaMdI4Sdi9CxegenV46imVXAhxybPPquR0wwbo3Pnmj9++HR57THUyXbxYrSgJUd4lJMCLL6o93C1aqL2nDRvqHZW4SX+m5/HNyRRiU3LwdnKgR3VvulT1xCSjtoQQRSj1PamX0zStk6Zp6UAnYAfQ+VoJqhBlgr8/9OsH//sfJCbqHY2wFytWqJEyr79+awkqqP2rMTGqK3Dfvqpc2GIp3jiFsBeaBhERavV07Vp45x3Ytk0S1DKqtpczY5sEMSmsClXdnPjfn8mM3hnHhvh0LLaSXRQRQpQvJb6SeitkJVWUCUePqrEhkyercQiiYjtyRJXpNm+uVlEdbrPbpdmsmnQtWKAS3pUrQZrKiRKWkZHBli1bCA0NpWFJJ4pxcfDCC/DTT2re6ZIlqomYKDcOpuSw6mQKx9LzCHBxpFeoD20re+AgnfGFEOg4J/VWSZIqyowePWDnTjh1Smb2VWQ5OXD33RAfD3v3QnBw8d338uUweDAEBqp9es2LfC4X4raZzWa6du1Kz549+eGHHxg7diwbN25k9+7d5OTksHTpUho1alTksZs3b+a5554jJCQEgM8++4x169YREREBgNVqJSkpiaNHj6rV0yVL1EWY/Hx46y21z/92L+wIu6RpGrHJOXx9MoWTmWaCXJ14tIYPdwe4Y5RkVYgKTZJUIUrKb79Bly7wyScwcKDe0Qi9vPiianr000/QrVvx339MDDz6qCot//BDeO654n8MUeHFxsZy5swZunfvzpo1a1i2bBk+Pj4sXryYnTt3MmfOHFauXFnksTNnzqRx48Z07969yO8vWrSIvLw8XurRAwYNgl9/VSOYPv0UatcuwbMS9kLTNGIuZrPqZApxWflUc3PisRq+NPd3wyDJqhAVkq57UoUo1zp1Up0n58xRqwOi4lm1SiWOr7xSMgkqQHg4REdD27ZqVM3QoaocWIhi1KRJE7p3786+fftYsGABw4cP5+TJk6Snp7Njxw7q1Klz1WO3bt3K9OnTCQ8PZ+TIkVd8z2w2s3z5coYANG4MO3b83claEtQKw2Aw0NzfnRnhwQyrH4BVg/cOJTFxdzx7LmZjj4smQgj9SJIqxO0wGFTJ2uHDaiSNqFhOnIABA6BlSzXjtCQFBKjfsVdegYUL1Qr+uXMl+5iiQtq4cSNpaWlUrVoVHx8f5s+fT0xMDI8++uhVjxkwYACbNm0iOjqaQ4cOcXk11P/mzOHJxEQchw9Xe08PHFB7UaXja4VkNBi4O9CDmS2CGVzXn2yLjdkHEpmy5xwHUnIkWRVCAFLuK8TtM5uhRg1o1Ah++UXvaERpMZuhfXvVQGvPHqhZs/Qee+VKtaLq7a1Wctu0Kb3HFhXChg0buOeee3jvvfcYPnw4NpuNjh07smXLliJvn5OTg2vBvvxRo0YRFhbGf59+Gj74gPajR/ODuzuV5s1TpepS2ikuY7FpbEnM4PtTqVzMs1LP24XHa/hSz8dF79CEECVMyn2FKEkmE7z0EqxfD/v36x2NKC2vvQZRUWpPXWkmqAC9e6uSSTc3VXK+cKGUm4vbFhERwaRJkwBITk4GYP/+/Wiaxu7du0lLK3p6XH5+Pu3atSMnJ4fs7GzWr19PUy8v6NCB4yNH4uXnR6XDh9WFFUlQxT84Gg10ruLFrJYh/PcOP87l5PPmvnPMjD3H8fRcvcMTQuhEklQhisPgwSphmDtX70hEafjpJ5g1C4YMgccf1yeGxo1h1y645x61R3XAAMiVN3Ti1vXu3ZsjR47Qrl07li9fTlJSEqdOncLT05MnnniCt99+G4DJkycTExNTeJyTkxOjR48mLCyM1nffzZDatWnapw8cPsz/PfMMXcaOLd6O16JccjIauC/Yizktq/FUrUqcyjQzZc85Zu9P4GRGnt7hCSFKmZT7ClFchg5Vq2qnTkFQkN7RiJISF6eaZQUHq/FDLjqXpFmtak7vm2+q8TTffAPVq+sbk6iYDhxQ5bzR0aob9YIF8lwoblmOxcYvZ9P5KS6NbIuNlv5uPFbDl2B3k96hCSGKiZT7ClEaRoxQM/8WLtQ7ElFSLBZ4+mm1YvnVV/onqKBmS06bBt99p/bHhoer0UhClJb8fPU7eNdd6iLdV1+pvdKSoIrb4Opo5OFQH+a2qsYj1X2ITclhfPRZFh5OIiE7X+/whBAlTJJUIYpLnTrQo4dKUnNy9I5GlIRp02DzZvVvXLeu3tFc6ZFH1B5Zf3+4914ZiyRKx5490KIFTJqkSt8PHoQnnpC9p6LYuDs68HhNX+a2CqF7iDfRF7IZuyuOT46e53zujSerGRkZrF27loMHD5ZgtEKI4iJJqhDFadQouHgRIiL0jkQUt40bVZLarx/89796R1O0evVUovrwwzB6NDz1FGRl6R2VKI/S02HCBJWgJibC99/D55+rUUlClABPJwf61KrEnFbVuDfYi22JWbwSFcfSYxdIzrNc81iz2Uy3bt04ePAggwcPZurUqXTq1Knww9PTk/j4+CKP3bt3L126dCEsLIwxY8aUxKkJIYoge1KFKE6apvYFZmerFQWZA1g+JCVB06Zq5Et0NHh46B3RtWkazJypOhA3aqRKgWvX1jsqUR7k58Mnn6h90OfPw7PPqlV7X1+9IxMVzMU8C6tPpRKZkIERA12retKjug/eJod/3TY2NpYzZ87QvXt31qxZQ2RkJLNnzwbg8OHDTJkyhZUrVxb5OI8//jhz584lJCSEBx98kDlz5lC/fv0SPTchKgrZkypEaTEY1GrqkSOwbp3e0YjiYLOpldOUFLXXzt4TVFC/hxMmwNq1qtFT8+by+yhuj6apix2NGqkmcQ0aqFX7pUslQRW68HN25Lk6/rzbohqtK7vzy9l0Ru08w5d/JZORb73itk2aNKF79+7s27ePBQsW8PhlXdknT57MG2+8cdXH8fX1JTY2lsTERJKSkgiSvdZClApJUoUobk88oTq/zpmjdySiOMyaBT//DPPmQZMmekdzcx54QK38Vq8O3brB9Okq6RbiZmzfDu3bq469Dg6wZo1qztWihd6RCUGgqxPP1w3g7RbVCPd346czaYzceYZvTqaQZbkyWd24cSNpaWn4+/sDcPz4cWw2G3Wv0WPgkUceYcWKFSxatIjOnTvj7e1doucjhFCk3FeIkvD22zB+POzdq8pERdl06c15r15qFbWsNoPJyoJBg+CLL1SDpeXLwctL76iEvTt2TK3If/ON6tT7xhtqxIyjo96RCXFVcVlmvjmZwq4L2bg5GulezZv7q3nh4qDWZTZs2MDy5ctZsWIF48aNo0OHDnTv3v2q99eyZUt27tyJwWBg3rx5BAcH88QTT5TW6QhRrkm5rxCl7fnnwc0N5s7VOxJxq1JSoE8ftQr5ySdlN0EFcHeHzz5Tq/tr1kCrVqokXYiinD8Pw4erkt5162DqVJWwDhokCaqwe9XcTYxoWJk376pKXS9nvj6ZQvep79H35bGYrTaSk5PxLShRX7t2Lffdd9817+/EiROcOnUKs9nMtm3bSuMUhBBIkipEyfD1hf79VbfLc+f0jkbcLE1T/37x8fDll+Djo3dEt89ggJEjYf161YG6ZUvVkVWIS7KzYcYM1WRr4UIYOBCOH1fjZcrCXmwhLlPD05nRjYOY0qwKnR9+lG37DlLjrlbM+ngx4159jf3791OjRg2cnJwKj5k8eTIxMTFX3M+sWbNo3749lSpVQtM0Hn744dI+FSEqJCn3FaKkHD+uZqe++iq8+abe0YibMX8+vPSS2o86erTe0RS/M2fU/sLoaNUBeOpUtddQVExWK6xYAa+/DmfPqhFGM2eqkUZClBNHUnP4+mQKR9Py8HN24JFQH9pX9sTRWIarZIQo465V7itJqhAlqVcv2LxZJQVubnpHI27Enj1w991w772wenX5HSOUm6u6tC5Zohosff65dGmtaDRNNQUbOxb271er6+++Cx066B2ZECVC0zQOpOSy6mQKf2bkEejiSK9QH9pW9sBYlrd0CFFGyZ5UIfQyahQkJ6tVCmH/MjLgySchIACWLSu/CSqAiwt8+il8+CFs2KDG1MTG6h2VKC1798J998GDD6rGWitXwo4dkqCKcs1gMNC4kitTmlVhdKPKuDoa+fjoBcZHn2VHUiY2O1y4EaKiKsfvwISwA+3aqTf/c+fK6A97p2kwZAj89ZdaVSwYUVCuGQzwwguwaRPk5EDr1moPrii/Tp9Wc3/vugt271ajlQ4fVhdnZCVJVBAGg4Fmfm5Mu6sqIxoEYgTmHz7PxJh49l7Mxh6rDIWoaCRJFaIkGQxqNfWPP+D//k/vaMS1LFumOuBOmVLxVpNat4aYGGjWDPr2hVdeAYtF76hEcUpNhXHj1D75r75SJb5//gkjRoDJpHd0QujCaDDQIsCdGc2DebFeALlWG7MOJDJjXwJ/pufpHZ4QFZrsSRWipOXnQ61a6s3hhg16RyOKcuiQWvFu3Rp++aXiNhEym9VFlQULoHNnVQIaEKB3VOJ25OWpku5p09RYpWeeUZ9Xr653ZELYHYtNY+O5DL4/lUJ6vo2WAe48WcOXIDen6x8shLhpsidVCD05OamZgxs3qn1gwr5kZ0Pv3mrExv/+V3ETVFAravPnq1XlbdsgPFx1ABZlj6apiwz166vRQ+Hhqrx3+XJJUIW4CkejgfuCvZjdMoReoT7su5jNuOg4lh67QKpZqkuEKE2SpApRGgYNAnd3tTdV2JeXX4YDByAiAqpU0Tsa+9CvH2zdqsrV27WDpUv1jkjcjM2boVUr6NMHPD1VB99ffoGwML0jE6JMcHU08lgNX2a3qkbnKp5Enstg9M44vjmZQo5F+ksIURokSRWiNPj4wIAB8MUXEB+vdzTikpUr4ZNP1F69++/XOxr7cmkVtW1b6N9fjasxm/WOSlzL4cPQsyd07AjnzqkV8d27VRdfIcRN8zE58uyd/rzdvBpN/dz47lQqo6PO8MvZdCw2+9suJ0R5IkmqEKVlxAjVjGbBAr0jEaCaxgwapPahTpumdzT2KSBArcK98gosXAhduqjkR9iXhATVpblxY9Wp+a23VLO2fv0qdvm6EMUkyM2J4Q0CmdqsKsFuJlYcv8jYXXFsl7E1QpQYaZwkRGl67DGIjFRjINzd9Y6m4srLUyuEf/6p9gmHhuodkf1buVKtqHp7w6pV0KaN3hGJzEyYPRvefVf9Tr/4IkycKM2uhChBmqYRm5zDlyeSOZOVT00PE71rVaKRr6veoQlR5kjjJCHsxahRkJwMK1boHUnFNn68GrmydKkkqDeqd2/YsQPc3KBTJ7WyaocXOSsEiwUWLYI771Qjk7p1U6W+770nCaoQJcxgMNDUz43p4cEMrutPer6VmbEJvB2bwKlMGVsjRHGRlVQhSpOmwd13q1EQR46AUa4TlbrVq+Hhh+Gll+D99/WOpuxJSYGnn1Zzf597TiWrLi56R1UxaBr8+KPaQ334sKoGmDVLPacIIXRhttn49WwGq0+nkmmx0SbQnSdq+hLgImNrhLgeWUkVwl4YDGo19dgx+OknvaOpeM6cUYlVs2aqRFLcPF9fWLNGlZUuXQrt26vydVGydu1SK9g9e4LVCt99B1u2SIIqhM5MRiPdQryZ3aoaPUK82XUhmzFRcfzv+EUy8q16hydEmSUrqUKUNosFateGWrXgt9/0jqbisFjUm/x9+1TH0zvv1Duisu/77+G//wVnZ/jqK+jcWe+Iyp+//oJXX1V7ggMDVXnvwIFq/rIQwu4k51n45mQKmxMycXEw8FCID/dX88LFQdaFhPgnWUkVwp44OsLw4aqB0u7dekdTcUyerGZ/fvyxJKjF5ZFHICoK/P3h3nthzhzZp1pcLl6EkSOhXj21cv3663D8OAwZIgmqEHaskrMjg+oGMLN5MA18XPn6ZAqvRMWxMT4dqzw/CnHDZCVVCD2kpUG1aupNfkSE3tGUf7/+qmZFPvccLF6sdzTlT3o6PPusKkHt0wc+/VS6V9+q3Fy1V3rGDMjIUB2Vp06FqlX1jkwIcQuOpuXy5V/JHEvPo4qrE0/W8qW5nxsGg0Hv0ITQ3bVWUiVJFUIvI0fC/Plw8iQEB+sdTfmVkABhYeDnp1b9JHkqGTYbzJyp9qo2aqQS1tq19Y6q7LDZ4LPP1M/v9Gno3h3efhsaNtQ7MiHEbdI0jd0Xs1l5IoX47Hzu8HSmT61K1PORpnOiYpNyXyHs0fDh6o3p/Pl6R1J+2WzwzDNq5XrlSklQS5LRqPZOrl0LcXHQvDmsW6d3VGXDr79CeLja3+vvDxs3qi6+kqAKUS4YDAbC/d15q3kwA+r4czHPwpv7zjH7QCJxWWa9wxPCLkmSKoReataERx+Fjz6CzEy9oymfZs5UCcD776vVPVHyHngAoqOhenU1v3P6dHWxQPxbbCw8+KDaz5uSolZSd+2SBlRClFMOBgOdq3gyq2U1nqzpy5HUHCZEn+WTo+e5mGfROzwh7IokqULoadQoSE2F5cv1jqT8+f13mDRJ7ZEcOFDvaCqWWrVg2zb1s584ER57TO1bFUpcnNprGhYGO3aoWadHj8JTT8nsZCEqAGcHIz2r+zCnVQj3B3uxNTGTV6Li+PKvZLJkbI0QgOxJFUJ/rVvDhQtw5Ag4OOgdTflw8aJKAJydVQdlLy+9I6qYNA3mzYMxY1RH5e++U91qK6q0NHjnHZg7V806HT4cJkyASpX0jkwIoaPzufl8czKVrYmZuDmqBPbeYE9MctFKlHOyJ1UIezZqlBot8eOPekdSPmia6uKbmKj2oUqCqh+DQTUIW79eXTho2VLNVq1ozGa19/yOO1TX3l691Mrpu+9KgiqEIMDFiRfqBfBmeFVqezrzxV/JjImKY3NCBjY7XEwSojRIkiqE3nr1gtBQNWNS3L733lNzJd99VzWjEfrr3BliYqBuXfX7PnGiWkks7zQNvvlGNUB66SVo3Fjt1/3sM6hRQ+/ohBB2JtTDmbFNgpjQJAgvkwOLjl7g1Ziz7LmYjT1WPgpRkiRJFUJvjo4wYgRs3qzewIpbFx0NY8dCz56qlFLYj5AQ2LJF7cWcPh0eekg1Cyqvtm6Ftm3h8cdV2flPP8GGDXLhRAhxXQ19XZnarCrD6gdgtmrMPpDI9H0JHE/P1Ts0IUqN7EkVwh6kp0O1atCjh1plETcvLQ3uugvy82HvXimjtFeaBh9/rC4ihISofapNmugdVfH54w8YP16dV5UqMG0a9OunLkYJIcRNstg0fjuXwXenUkjPt9HC340na1aiipuT3qEJcdtkT6oQ9s7LCwYNgq++gjNn9I6m7NE0GDwYTp2CL76QBNWeGQzwwgsQGQk5Oapx2Jdf6h3V7UtKgqFDoUEDtQd32jQ4dgwGDJAEVQhxyxyNBu4N9mJ2yxB6hfoQm5zDuF1xLP3jAikytkaUY5KkCmEvhg9X8yTnz9c7krLn009Vk6Rp01SJpbB/bdqofarNmkHfvvDKK2Apg2+4srPhzTehdm21Qjx4sGqENnEiuLvrHZ0QopxwdTTyWA1f5rQKoWtVTyITMnglKo5VJ1LItsgsalH+SLmvEPakd2/4+Wc1R9HDQ+9oyoYDB6BFC2jfHtatkzmTZY3ZrDpcL1igGiytXAkBAXpHdX1WKyxbpmbxxserhlBvvaWaQwkhRAlLyMnn6xMp7DyfhaeTkUeq+9C1qheORoPeoQlxw6TcV4iyYtQotbdy6VK9IykbsrLgySfB2xsiIiRBLYtMJlU9sGwZbNumGgvZ80VKTYO1a6FpUxg4EKpXVw2hvv1WElQhRKkJcnXipQaBTG1WlRB3ExF/JjN2VxzbkjJlbI0oF+QdnRD2pFUrVQY5b17FGNFxu4YPhyNH4H//g8qV9Y5G3I5+/VRHXIMB2rWzzws1u3fDPfdA9+6Qmwtff60S63bt9I5MCFFB1fZyZkKTIMY0royLg5GFh88zaXc8B1Jy9A5NiNsiSaoQ9mbkSPjrL1i9Wu9I7Ntnn8GSJfDqqypxEGXfpVXUtm3VqJqhQ1U5sN5OnoT//EfFFxsL778Phw6p8TIGKa0TQujLYDDQtJIbb4ZX5YV6/mTkW5kZm8DM2HOcyMjTOzwhbonsSRXC3lgscOedaiTNli16R2Ofjh1T42bCwuC336R7anljscCECTBrlkpYv/6aDA8PtmzZQmhoKA0bNiydOFJSYMYMlZQajeoC0rhxqrxcCCHslNlmY0N8Bj+cSiXTYqNNoDuP1/Al0FXG1gj7IntShShLHB1hxAj4/XeIitI7GvuTm6v2oZpM8PnnkqCWR46O8O67ajTNnj2Y77qLbu3acfDgQQYPHszqy6oMHn/8cSIjI695dzabjU6dOnH48OErvj5u3DgWL1787wPy8mDOHNWxd/ZseOopdWFkxgxJUIUQds9kNPJgNW/mtAqhR4g30ReyGbMrjojjF0k3y1YiUTZIkiqEPerfX81OnTtX70jsz5gxsHevarQTEqJ3NKIk9e4NO3ZwxMGB8QcPMsbdnXFjx7Jp0yYAvv32W9auXXvdu5k7dy7t27enfv36hV+LiooiKiqK/v37/31Dm03N2a1XD0aPhpYt1e/a0qWqskEIIcoQN0cjvWtVYlbLarSv7MEvZ9MZFXWG70+lkGuVsTXCvkmSKv6/vXuPj6q4/z/++iQBsuGWBFDuVxEomEChilX5It6hgn7FOyo/a4mIVkBRelHU0lZEbdWieEWgX+8XBFHUimCrghJJQDQKgigCKgRCIIGQZH5/nJVSK4gkO7s5eT8fDx+SbDZn9j2bM2d25sxIImrUCH71q2Bhls8/j3dpEsfzzwcrwY4ZA6efHu/SiA9HHEHW8uUMOvlk8keNYsoVVzD09NPZsmULf/7zn7n88sv3+/TVq1czceJEIpEIb775JgDl5eVceumldOvWjSeeeILKykpYsCBYuOyCCyA9HV59NdjSKCvLw4sUEYmdzHopXNalGbf2aUX39AjPfLaVa95dx+vrt1FemXi3/YlADDupZpZpZieZWdNYHUMk1K66Kvj/PffEtxyJYu3aYIS5Tx+49dZ4l0Z8ysiAOXOYf9JJFH35JU2vuooxI0YwceJEGjVqtN+n3nzzzYwePZqcnBzuv/9+Zs2axcyZM2nXrh0333wz3yxbxjWHHRbs0frVVzBjBuTmwkkneXpxIiJ+tKpflzE9DuXGni04JDWFaSs3M37Jl7z3zQ4ScY0aqd1i0kk1swzgReBI4A0za2Zmn5vZghzKkxoAACAASURBVOh/R8TiuCKh0q5dsHroAw9AcXG8SxNfu3fDeecF2/I88URwP6rULsnJjHn1VSbefDPHrFhB3TlzOOUA3ge5ubmMGjWKJk2aMHToUObPn09ubi7/74wzaPbb33LRpEm8vnYtTJoEH38MF12k/XZFJNQOb5zKjT1bMKb7ISQZ3PXh19y0dAMFW7VtjSSOWLXEWcBY59wfgVeAS4HHnXP9o/8tj9FxRcJl7FjYti3YaqU2u+EGWLQIHnooWMxGapWZM2dy4403AlDYrRtnnn02y83oP2AAj959N6NHj2b58u9vVrp06cKqVasAWLx4MR1btqTLp5+yatQomD6dxUOG0PGUU+C66yAS8faaRETiyczo3bQ+f+7TissOb0rhrnIm5m/kjuUb+WJHAmz9JbVeTLegMbN+wETgGSAH2AEsB3Kcc+Xf+dkRwAiAtm3b9l67dm3MyiVSoxx7LHz5JaxaBcnJ8S6Nf/PmwWmnwYgRcP/98S6NxEFZWRnDhg1j/fr1pKenM23aNJrVqwfDh3PT88/T//jj6T9nDhNuu43BgwfTu3fvPc8tKCggJyeH0pISGm/fznObNmGbNjG8dWvWN2tGSWUlM2fO5IgjNMFHRGqvXRWVvPLlNl78vIjSikqOa96As9pl0CRVK+hL7OxvC5qYdVLNzIC/Aa2B24FVzrkNZjYDeMY5N3tfz9U+qSJ7ee45OOsseOaZ4P+1yfr1wV6ohx4abMejkS7ZW2VlcH/y738PPXoEC2t9d6TdOXjhBRg/PpjOe9xxwfY2Rx0VnzKLiCSw4t0VzP58K699uQ3DOLlVIwa3bUz9OrXwQ3KJubjsk+oCo4BlQEvn3IboQ0uAzrE6rkjoDBkCHToE+zbWJhUVMGwY7NgBTz6pDqr8t6Qk+O1v4aWXYN26YFGtefP+/fiiRdCvH5x5JpgFndWFC9VBFRHZh4Z1krmwUxNuP7I1Rx1Sn5fWFTHm3XW8+MVWyvazbU1xcTEvvfQSK1asAKCiooIFCxbw5ptvalEmOSixWjjpejO7OPplOjDVzLLNLBk4A8iPxXFFQik5GUaPhrffDi66a4s//hHeeCPYcuYnP4l3aSSRnXoqLFkCbdvCwIHByOo558DRR8PKlTB1KixfDoMHB51VERHZr6apdbi8azP+2LsVnRvV44nVW7j2vXUs3FhM5Xc6nWVlZQwcOJAVK1aQk5PD7Nmzufzyy5k3bx4PP/ww48aN2+dx3nrrLQYMGMAxxxzDb37zmz2/r3Xr1vTv35/+/fszd+7cmL5WSUwxme4bXd33KaAe8AFwH/B/gAGznXO/29/zNd1X5DuKi6FNGzjllGBUMewWLoQBA4I9K2fMUMdCDsyOHcH+wo8/DmlpMG4cXHMNNGwY75KJiNRoH24p5Yk1hawuLqN1Wh3O7ZhJz8wIZsayZcv44osvGDRoEHPmzGH+/Pm0b9+eq6++muLiYvr3709ubu5//U7nHN27d2f+/Pk0b96cU089lfHjx5Oamsqzzz7L5MmT4/BKxae43JNaFeqkinyP666DO+6ATz+F9u3jXZrY+eab4D7U+vWD/SrVwZAfwzl45RXIzoYWLeJdGhGR0HDO8e6mEp5aU8hXpeV0bZzKeR0zOKxRKgD5+flcf/31TJgwgaOPPpp169Zx22230b59e8aOHftfv6+0tJTs7Gw++eQTAEaMGMGgQYNYtWoVDz/8MI0aNaJJkyY89thjNG7c2OtrFT/ick+qiFSzq64KRhTvuSfeJYmdykoYPhw2bYKnnlIHVX48s2D6rzqoIiLVysw4qll9JvVpzfDOTdhQspublm7grhVfsb6kjPnz51NUVETTpk2BoNO6ZMkSOnf+/qVoIpEIPXr0YOrUqcyaNYvXXnuNE088kb59+/Laa6+xaNEijjnmGB588EGfL1MShEZSRWqSCy6AF18MFolp1Cjepal+d9wB114b3Ic6alS8SyMiIiL7sLOikpe/KGLuuiLKKhz9WzQk89P3ee7xvzNjxgwASkpKyM7OZuXKld/7O8rLy1mwYAG33HILZ555JmPGjKG0tJRIdLHE2bNnM2vWLB6p7fvFh5RGUkXCYuzY4P7Uhx+Od0mq3+LFwTYhZ54JV1wR79KIiIjIfqQmJ3Fm+wx+tnIhRU9PYeHGYu5+byUfbdhE/wEn4JyjqKiIRvv5UD0lJYXOnTtTXFzMlVdeCcA555xDQUEBAM8//zy9evXy8noksWgkVaSm6dcPPv8cVq2ClJBssr11K/TqFdxPuHQpZGTEu0QiIiJyAMrKyhg2bBifrfuSkrppdB3zZ754+Sm2vPMPmqc35LZJk+jbty8TJkxg8ODB9O7d+z+ef+6555KTk8OAAQMAWLZsGZdccgnl5eUcc8wx3HPPPdSpUyceL01iTAsniYTJrFnBaONTT8HZZ8e7NFXnXLBdyKxZ8M9/Qt++8S6RiIiIHKTVxbt4YnUhH27dSbPUFM5un0HfQ+qTpJX65Ts03VckTE4/HTp1gjvvjHdJqsfUqfDMM8G+qOqgioiI1GgdG9bjN1nNue6IQ4kkJ3FvwTfc8P56lheWxrtoUoOokypS0yQnw+jRsGgRvPNOvEtTNfn5MGZMsBrrtdfGuzQiIiJSDcyMrMw0JvZuyciuzSgpr2TS8o3cmr+B1cW74l08qQE03VekJtq+Hdq0gRNPhKefjndpDs727dCnD2zbFnRWmzWLd4lEREQkBnZXOl5fv41Za7eyvbyS5pE69MyM0LNJGl0ap1InSVOBa6P9TfcNyaorIrVMgwaQkwOTJ8OaNdChQ7xL9OONGgWffAKvv64OqoiISIjVSTJObd2Yfs0b8q+visnbXMrr64uZ9+U2UpON7ukRejaJkJWZRpN66p6IRlJFaq5164LO6ZVXwl/+Eu/S/DjTp8Pw4TBhAtx0U7xLIyIiIp7trKjko607ydtcQl5hCZt3VQDQtn5dsjMj9GqSRqdG9UjWgkuhpdV9RcJq2DB44YWgw9q4cbxLc2AKCqB3b/jZz4JR1OTkeJdIRERE4sg5x5clu6Md1lI+KdpJJVA/JYkjMoJpwdmZERrW0TVDmKiTKhJWubnBfZ233w7XXBPv0vyw0tJgBd/16yEvD1q1ineJREREJMHsKK/ggy3BKGt+YQnbdldiQKeG9chuEqFnZhrtGtTVtjY1nDqpImHWvz+sXh38l5Lg93FccQXcdx/MnQsDB8a7NCIiIpLgKp3js+1l5EdHWVcX78IBjesmk50ZdFh7ZERIS9GmJTWNFk4SCbOxY2HIEHj2WTj33HiXZt+efjrooF57rTqoIiIickCSzOjYsB4dG9bjzPYZFJVVsKywhPzCUpZsKuHNjdtJNujSOJXszDR6ZkZomVYH0yhrjaaRVJGarrISunSBjAxYvBgS8aS8Zg307AndusGbb0LduvEukYiIiNRwFc6xsmgX+dFO6+c7ygBolppCdmaE7Mw0fpKeSr1kjbImIo2kioRZUhKMGRNs6fL223DMMfEu0X8qK4Pzzgs6z088oQ6qiIiIVItkM7qmp9I1PZVzO8LmneXkFwbTgv+5cTv/WF9MnSTjJ+mp9MwMFl86JFIn3sWWA6CRVJEw2LED2rSB448Ppv0mkmuvhTvugGeegbPOindpREREpBbYXeko2LqTvMJg8aWNpeUAtEyrQ8/oKGuXxqmkJCXgDLRaQgsnidQGv/0t3HorrFwJnTrFuzSBuXPhF78IFkyaMiXepREREZFaamPJ7miHtZSPtpZS7iA12TgiI+iwZmdGyKinSaY+qZMqUhusXw/t28PIkXDXXfEuTbB3a8+e0Lo1LFoEqanxLpGIiIgIOysqWbGllLzCUvILSyjcVQFAuwZ16RldfKlTo3ra4ibG1EkVqS0uvhieey7oIKanx68c5eVwwgnBPq65ucHCTiIiIiIJxjnHuh27WRqdFryyaBeVQIOUJLKiW9wckRmhYZ3keBc1dLRwkkhtMWYMzJwJDz0U3AsaL3/4Q7CK74wZ6qCKiIhIwjIz2jSoS5sGdRncNp0duytYHh1lXVZYwttf78CAwxrVC0ZZm0RoW7+utriJMY2kioTNgAGwahV8+inUicMKdvPnw4knBqO6jz7q//giIiIi1aDSOdYUl5FXWEJeYQlrioMtbjLqJgdb3DRJo0d6hEiKtrg5GJruK1KbvPginH46PP54sPWLT19/DdnZwVTj996DBg38Hl9EREQkRorKKvZscbO8sITSCkeyQdfGqWRHR1lbROrEbJS1uLiYf/7zn7Rr147u3bvH5Bg+qZMqUptUVkK3btCoEbz7brA/qa/jDhwICxYEx83K8nNcEREREc/KKx0rt+0kv7CUvM0lrCvZDcAhqSl7OqzdGqdSN7l6RlnLyso44YQTGDx4MC+88ALXXXcdgwcPZuTIkRx11FEMHz58n8/Ny8tj7NixFBYWctJJJzF58mS2bdvGRRddxFdffUVGRgbPPPMM9evXr5ayHijdkypSmyQlBfemjhwJb70Fxx7r57iTJ8Mrr8B996mDKiIiIqGWkmR0S4/QLT3CeR0z2bRz954O68KNxby2fht1k4zu6alkNwlWDG6aevC3YRUUFDB+/HgGDRpE165dWbBgAS+//DLvvvsuRx111H6fO3HiRKZPn06bNm047bTT+Oijj3j99dcZOnQoF110EZMmTWLGjBmMHDnyoMtX3dRJFQmjiy+G3/0O7rzTTyf17beD4519NuTkxP54IiIiIgmkaWodTmhZhxNaNqKsspKCrTvJi3ZalxZuBqB1Wp09o6ydG6WSknTgs92ysrLIysoiPz+fKVOmMGHCBFq2bMm0adN+8LkZGRksW7aMunXr8vXXX9O8eXMyMjL44IMP2LFjB7m5ueQk2PWbOqkiYZSWFoyk/ulPwQJKnTrF7liFhXD++dC2LTz4oL/pxSIiIiIJqG5SElmZaWRlpnFRp0w2lAajrPmbS5j3ZRFz1xURSTaOyIjQs0kaWZkR0useWLds/vz5FBUV0bRpU9q1a3dAzznjjDOYMWMG77//PscffzyNGzemX79+zJw5k3vvvZdIJEKvXr2q8pKrne5JFQmrDRugXTu4/HK4++7YHMM5+N//hblzg6nFP/tZbI4jIiIiEgKl5ZWs2BqMsOYXlrKlrAKADg3q0rNJGtmZETo2rEfSfj70f/3115k+fTozZszgpptuon379vu9J/XII49k8eLFmBl//etfadWqFfPmzePqq68mKyuLvLw8HnzwQaZMmVLdL3e/9ndPqtZLFgmrFi3gggvgkUdgy5bYHGPKFJg1C269VR1UERERkR8QSUmiT9P6XNalGXf3bcMfe7fk7PYZ1EkyZq3dyk1LN3DlO58zteAb3vl6Ozt2B53YmTNncuONNwJQWFhIRkbGAR9zzZo1rF27lrKyMt5+++09vyM/Px/nHAsWLKj211lVmu4rEmZjxsD06cE03Ouuq97f/f77cM01MGhQcBwREREROWBmRrsG9WjXoB5D2qVTvLuC5VuCacF5m0v411fbMaBzo3p0P/oU3n/+BY499ljS09P3eS/qhAkTGDx4ML17997zvdtvv53jjjuOLVu2cNpppzFkyBA6dOjApZdeSk5ODj169ODJJ5/09KoPjKb7ioTdiSdCQQGsWQN1Dn5Vuf9QXAw//SmUlkJeHjRtWj2/V0RERESodI7VxbvI21xKXmEJn20vAyCzXnKw+FJmhO4ZEVKraYubeNAWNCK12dixwWjn008H03+ryrngPtfVq4M9UdVBFREREalWSWYc1iiVwxqlMrRDBlt2lbOsMOiwvvP1dt7YUEyKQdf0VHpmptEzM43madU0GJEANJIqEnaVldC9e7Di75IlVV9995FH4Je/hFtugRtuqJ4yioiIiMgBKa90fFIU3eKmsIT1JbsBODSSEu2wRuiaHqHOj9jiJh72N5KqTqpIbfDAA8H+pQsXQr9+B/97PvwQ+vSBo4+GV1+F5OTqK6OIiIiI/GhfR7e4ySss4cOtO9ld6aiXZPyqS1P6HtIg3sXbJ3VSRWq70lJo0waOPTZYjfdglJTAkUfC119Dfn6werCIiIiIJIyyiko+2rqTvMISBrRsRJv6deNdpH3SFjQitV0kAldcAbNnw8qVB/c7Ro+GFSvg739XB1VEREQkAdVNTiK7SRqXdG6a0B3UH6JOqkhtccUVweq+d93145/7xBPBNjbjx8PJJ1d/2UREREREotRJFaktmjeHCy+EadOgsPDAn7dqFYwYEdyHesstsSufiIiIiAjqpIqEVnFxMS+99BIrVqz49zfHjAnuLX3ggQP7Jbt2wXnnQUoKPP549e2zKiIiIiKyD+qkioRQWVkZAwcOZMWKFeTk5DB79mymT59Or4svZnDTphTddReUle3z+ZWVlfTv35+PRoyA3Fy2/e1vDPn1r+nbty+nnXYaO3bs8PhqRERERKQ2USdVJIQKCgoYP34848aN4/rrr+f555/nzjvv5J133uHK0aO5Y+NGeOqpfT7/L3/5C8cdeijdZsyAq65iRmEhQ4cOZdGiRfTv358ZM2Z4fDUiIiIiUpuokyoSQllZWQwaNIj8/HymTJnCYYcdximnnEJqaionXH8979WvD3feCd+zBdXq1auZeMstRGbP5s3OnWHyZDIyMvjwww/ZsWMHubm5HH744XF4VSIiIiJSG6iTKhJi8+fPp6ioiMrKSlq1agVAckoKu1q3hqVLYeHC/3rOzRMmMLpxY3KSk7m/a1dmvfwy/fr1Y+nSpdx7771EIhF69erl+6WIiIiISC2REu8CiEjsjBkzhqysLIYOHcq4ceP2fH9bWho0axaMpvbv/x/PyZ03jzs2baLJY48xNDWV+fPnM2fOHG677TaysrLIy8vjhhtuYMqUKZ5fjYiIiIjUBhpJFQmhmTNncuONNwJQGL2f9F//+hcAq1atIqNJk2Df1Dlz4JNP/v3E116jy6ZNrDr9dDj/fBYvXkzHjh0pLCwkPz8f5xwLFiyIwysSERERkdrC3PfckxZvffr0cUuWLIl3MURqrLKyMoYNG8b69etJT09n2rRp/PrXv6Zhw4YsXbqUcePGcc7//A8TWrVi8Jln0vvpp2HjRsjOpqBhQ3JatKB01y4aN27Mc889x8cff8yll17KqlWr6NGjB08++SQdOnSI98sUERERkRrKzHKdc32+9zF1UkVqh4qKCubMmcOhhx7K0UcfHXzzssvgscdg7Vq44AJ46y147z3o3j2+hRURERGRUFMnVUS+34oV0KNH0CldsQIefDDouIqIiIiIxND+Oqm6J1WkNuveHU45Jeignnce/PKX8S6RiIiIiNRyWt1XpLabNAlatIC77gKzeJdGRERERGo5dVJFarvsbJg2Ld6lEBEREREBNN1XREREREREEog6qSIiIiIiIpIw1EkVERERERGRhKFOqoiIiIiIiCSMmHVSzSzTzE4ys6axOoaIiIiIiIiES0w6qWaWAbwIHAm8YWbNzOxhM3vHzH4fi2OKiIiIiIhIzRerLWiygLHOuUXRDusAINk5d7SZPWJmnZ1zK2N0bBEREREREamhYtJJdc4tBDCzfgSjqZnAU9GHXwWOBf6jk2pmI4ARAG3bto1FsURERERERCTBxfKeVAPOBbYADvgy+lAhcOh3f94594Bzro9zrk+zZs1iVSwRERERERFJYDHrpLrAKGAZ8HMgEn2oQSyPKyIiIiIiIjVXrBZOut7MLo5+mQ7cSjDFFyAb+CwWxxUREREREZGaLVYLJz0APGVmlwEfALOAN82sJXAa0DdGxxUREREREZEaLFYLJ20BTtr7e2bWP/q925xzRbE4roiIiIiIiNRssRpJ/S/RjutTP/iDIiIiIiIiUmtpASMRERERERFJGOqkioiIiIiISMJQJ1VEREREREQShjqpIiIiIiIikjDMORfvMvwXM/sGWAs0BTbFuTgSX3oP+KGc/VHWfijncFF9+qGc/VDOfijnxNfOOdfs+x5IyE7qt8xsiXOuT7zLIfGj94AfytkfZe2Hcg4X1acfytkP5eyHcq7ZNN1XREREREREEoY6qSIiIiIiIpIwEr2T+kC8CyBxp/eAH8rZH2Xth3IOF9WnH8rZD+Xsh3KuwRL6nlQRERERERGpXRJ9JFVERERERERqEXVSRUREREREJGGokyoiIiIiIiIJI3SdVAv0NLP68S6LxI+Zhe69nWiif2udzMziXZYwM7MkM7vIzBrGuyxhprYjnNQWxJbaAT/UDvihdiCxhOrkHW2MHgb+BIw3sw7R7+vkWUuY2a1m1sw5V6mLk9iJZvskMBn4zd5/Y/p7qz7RnB8Dmjvnir/zmHKuJmo7wkdtQeypHfBD7YAfagcST9hO3NcAxcDpQDNgEIDTEsa1yZHAVDNrqouTmBoNFAJDgZ8Dp5tZHdDfWzW7E6jrnJtsZneY2VVmdhwo52qmtiN81BbEntoBP9QO+KF2IMGE7aS9FHjJOVcB3A/0jXN5xCMziwDvAh8C0/QpekzlAh8A3YC5wHHA9WY2JK6lCp9bgVVmtgzYDGQCp5rZkfEtVuio7QgRtQXeqB3wQ+2AH2oHEkyNP2FH54/fbmbnA/WBt6MPFQPtoj9zrJn1jlcZJXai92kMN7P+0W/9wTl3A/Aq8Ig+Ra8+e2X9c6AE2A2MIvjE8VaC84kazSqKntNSo1+WAF8Af3fO/Qm4A8gAjopX+cJCbUe4qC3wQ+2AH2oH/FA7kNhq9Mk6Ok/8McABvYHOzrliMzPn3CrgXTO7BPgD8FUciyqx8yjwE2AIcBkwEMA5dw/wEvCsmTVxzlXGrYTh8SjQHTgHyAK+Bh4B5jjnNhP8HR5tZqm6h6NKzgXmmFnEObcNeB6YGT2vbQcKgBbRi0XlfBDUdoTSo6gt8OFR1A74oHYgxtQOJL6UeBegiiLAFufcODNrATxtZm8453Kjjw8iaKiGOOfWxa2UEmv/RzDl6FjgWDM71zn3pHPuPjPbBaQRTJGRqvs7sAI4huBT3H5ADzMrAC4EBjjndsaxfGFQAnQGHjWzS51z68wsBbjZgpUdzwJO1sV2lajtCCe1BX6oHYg9tQOxp3YgwdXYTmp0yk5dID/6SdMGM3uDYOoJZtYMuAd4JfqJiISImSVFT86LCO6D+Tj67zTgZ2bW2jm3zjn3SDzLGQb7yHoxwdSYrcCLwBbgDufcZ/EqZ4i8D/wMuACYbmaXOOd2mNksYAfwV+fc2riWsAZT2xEuagv8UDvgndqBGFI7UDPU6Om+zrmtzrn7nXOl0W9VAs3N7GyC6T4z9eYKvbeBIwgaTeecexnohe6JiYW9s650zr1E8CljI+fc+7owqZpv75WLXlB/45y7i+Ai8BEzaxjN+GNdmFSd2o5QUlvgh9qBGFI74I/agcRXI0dS9/pEDzMbCXzknFtAcG/E74CdwNXRefwSMnvXP3A4sIFgyfBO0VszCgk+0ZUqOoCsNxN8ii5V8J1zWg5Q4JxbGN1yYALwNzMbrqXwq0ZtR7ioLfBD7YAfagf8UDtQc9S4Tup33lw3EZwwH4g+/AnB0txDnXMfx6eEEkvfqf9bgMOccxeYWWeC+zd+BTxNMFVGqkBZ+7GPc9pD3z7unLvZzDJ1YVI1ajvCxcySXbBVhM5PMaSc/fhOzjehdiAm9pGz2oEEZTXh/R6d/nAlwUlwaXRe/k0EJ8hLnHPl0VW6WgAVzjmtwhUi0bq9lOAEstI5t9HMbgS6AMOdc7v3/lmdxA+esvbjB3L+9pyWRDBtURkfpAPMWW1HDRGtq7MI7odc6ZzbaWa/A3oAF+v8VD2Usx8/kPNFageqxwHmrHYgASX8SGr0jfMCsJ5gJbmnzGwhwR5Rw5xzbq9PRtbHsagSA9H6fxbYCAwAcs3sH8Ah/Psic88nYzqRHzxl7cePzVkOzo/MWW1HzfAYQX2eCCyP1nFD59z58J+jJDo/VYly9uOAc5YqOdCc1Q4kmITvpAItgQ3OuRwLNtO9AfiQYFNjF/0UT3/E4dUR+Mo5d4WZdQGmEqy2diXoJF7NlLUfytkP5RwiZhYhWI3zNmA78HOCfVEXRB9PUn1WnXL2Qzn7oZxrtoRe3dfMvt3T7PPoTeOnAu8CpwHDzOxQfYoXXtGTSynBhtUNgSKCPfDOiD6eopNL9VDWfihnP5RzKO0kWOX0ZIItOBYBnwN9zKwJoGuB6qGc/VDOfijnGiwhO6lmlmRm9xF88nE0sBL4B5DsnPsT8CDwU4IbnCVkvlP/7Qg2tZ4KjCLYw+o4AOdcedwKGRLK2g/l7IdyDh8zuwr2TCtdQTASchSwDZgT/XdXfWBdNcrZD+Xsh3IOh0Sd7nsVQQf6NoI55OkEFxj1zKwtMAQ4jGDoXsLn2/r/C3A88AbBIl8PAJjZQ2bWyzm3NI5lDAtl7Ydy9kM5h88VZtbMOXejc26umTUGziNYOHEXwXWALjSrTjn7oZz9UM4hkJAjqcBygjfPWoKFLwqAtkBrYCwwFPiFc+6LuJVQYunb+v8MmE2wJ1srM/tpdKW7lQTvDak6Ze2HcvZDOYeEBZoCy4DOZnY3gHPuMeAZgg+uc4BXCOpdDoJy9kM5+6GcwyXhtqCJrrrVhWB61kzn3Ltm1gw4G1jvnJtlZmnOuZK4FlRiYh/13wS4ENjinJtpZnX2XgJfDo6y9kM5+6GcwyW6oEmlmTVwzm03sweBEufc1Xv9TIqmbleNcvZDOfuhnMMloUZSo28u55wrAAqBs83s5865b4BiYJyZ1SNYEENCZj/1v5lgAa3Lo/Wvk0sVKWs/lLMfyjlcvr3QjH7ZBsA59ysgxcwe+vbndKFZNcrZD+Xsh3IOn4QYSY1+Am7fvrnMbDzBghffAIcD3QmG6N9wzj20z18kNZLq3x9l7Ydy9kM5h8v31OfvCaZvgqgVmAAABFJJREFUT/r2wtLM7ox+/VX8SlqzKWc/lLMfyjm84t5JNTPbe3UtM7sJ6O6cOzv6dVOgE8GFxsfOuR1xKajEhOrfH2Xth3L2QzmHyz7qsytwoXOuQlP0qody9kM5+6Gcwy1uq/tasIjFHUCZmc0hWNDiLIKVty7Y62c2O+c2xaucEhuqf3+UtR/K2Q/lHC4/UJ8XRS80k3ShWTXK2Q/l7Idyrh3iuQXNb4Bk4GmCvVB7A+nOuQsBzCzZabP1MFP9+6Os/VDOfijncFF9+qGc/VDOfijnWiCeCycVALudc0sItplZBzgzawegN1foqf79UdZ+KGc/lHO4qD79UM5+KGc/lHMt4LWTaoErzOwIYAdQaWbdnXPrgUXATuAIn2USf1T//ihrP5SzH8o5XFSffihnP5SzH8q59vHWSTUzA6YDPwdGEixm8SlwmZllO+e+JFiVcVR0rrmEiOrfH2Xth3L2QzmHi+rTD+Xsh3L2QznXTj4rsi9Q4ZwbBrwNjHTOTQU+Bs4ws8eBXsAT7t/7HEl4qP79UdZ+KGc/lHO4qD79UM5+KGc/lHMt5HPhpC+AhQDOub+b2cnRf081s04EWwUUAys8lkn8Uf37o6z9UM5+KOdwUX36oZz9UM5+KOdaKKad1OiQ+0RgGzCX6BvMzJKBVmbWGsgGMp1zM2NZFvFP9e+PsvZDOfuhnMNF9emHcvZDOfuhnMX22gO3+n+52Z+BOsCbQAeC6cUvO+cKzGxS9OufAjnOuVUxK4jEherfH2Xth3L2QzmHi+rTD+Xsh3L2QzlLTO5Jja7A1RjIA7Y652YDLwBbgf81s7qAA84BLtebK1xU//4oaz+Usx/KOVxUn34oZz+Usx/KWb5V7SOp0eH5R4B0giWhWwB/dc6tMbPDgPOBBcB2YItz7rNqLYDElerfH2Xth3L2QzmHi+rTD+Xsh3L2QznL3mIxknorsBH4NdCTYEWugWZ2WPTTjiTgUufcUr25Qkn174+y9kM5+6Gcw0X16Ydy9kM5+6GcZY9YLJyUC6xzzn1uZtOBs4E04DwzawfsAv4Rg+NKYlD9+6Os/VDOfijncFF9+qGc/VDOfihn2SMWndR/EQzDQ7AiV4pzbrKZnQVEgNcI5plLOKn+/VHWfihnP5RzuKg+/VDOfihnP5Sz7BHr1X2TgT8B7wGXARc45wpjdkBJKKp/f5S1H8rZD+UcLqpPP5SzH8rZD+UsMeukmpkBDYHPgNXAhc65j2NyMEk4qn9/lLUfytkP5Rwuqk8/lLMfytkP5SwQoy1oAFzQ+y0G7kNvrlpH9e+PsvZDOfuhnMNF9emHcvZDOfuhnAViPN0XwMxSnHPlMT2IJCzVvz/K2g/l7IdyDhfVpx/K2Q/l7Idyrt1i3kkVEREREREROVAxm+4rIiIiIiIi8mOpkyoiIiIiIiIJQ51UERERERERSRjqpIqIiIiIiEjCUCdVREREREREEsb/B2o33yO8PgxJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>code</th>\n",
       "      <th>大户净持仓</th>\n",
       "      <th>套保净持仓</th>\n",
       "      <th>散户净持仓</th>\n",
       "      <th>大户cot(%)</th>\n",
       "      <th>套保cot(%)</th>\n",
       "      <th>散户cot(%)</th>\n",
       "      <th>品种简称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>067651</td>\n",
       "      <td>500699.0</td>\n",
       "      <td>-536969.0</td>\n",
       "      <td>36270.0</td>\n",
       "      <td>48.39</td>\n",
       "      <td>46.54</td>\n",
       "      <td>77.72</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>067651</td>\n",
       "      <td>490915.0</td>\n",
       "      <td>-527236.0</td>\n",
       "      <td>36321.0</td>\n",
       "      <td>46.27</td>\n",
       "      <td>48.53</td>\n",
       "      <td>77.80</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>067651</td>\n",
       "      <td>449366.0</td>\n",
       "      <td>-480182.0</td>\n",
       "      <td>30816.0</td>\n",
       "      <td>37.27</td>\n",
       "      <td>58.14</td>\n",
       "      <td>68.68</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>067651</td>\n",
       "      <td>449744.0</td>\n",
       "      <td>-474847.0</td>\n",
       "      <td>25103.0</td>\n",
       "      <td>37.35</td>\n",
       "      <td>59.23</td>\n",
       "      <td>59.21</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>067651</td>\n",
       "      <td>472769.0</td>\n",
       "      <td>-492699.0</td>\n",
       "      <td>19930.0</td>\n",
       "      <td>42.34</td>\n",
       "      <td>55.58</td>\n",
       "      <td>50.63</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>067651</td>\n",
       "      <td>461911.0</td>\n",
       "      <td>-481202.0</td>\n",
       "      <td>19291.0</td>\n",
       "      <td>39.99</td>\n",
       "      <td>57.93</td>\n",
       "      <td>49.57</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>067651</td>\n",
       "      <td>471536.0</td>\n",
       "      <td>-488364.0</td>\n",
       "      <td>16828.0</td>\n",
       "      <td>42.07</td>\n",
       "      <td>56.47</td>\n",
       "      <td>45.49</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>067651</td>\n",
       "      <td>472797.0</td>\n",
       "      <td>-496915.0</td>\n",
       "      <td>24118.0</td>\n",
       "      <td>42.35</td>\n",
       "      <td>54.72</td>\n",
       "      <td>57.57</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>067651</td>\n",
       "      <td>490348.0</td>\n",
       "      <td>-511117.0</td>\n",
       "      <td>20769.0</td>\n",
       "      <td>46.14</td>\n",
       "      <td>51.82</td>\n",
       "      <td>52.02</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>067651</td>\n",
       "      <td>472090.0</td>\n",
       "      <td>-498804.0</td>\n",
       "      <td>26714.0</td>\n",
       "      <td>42.19</td>\n",
       "      <td>54.34</td>\n",
       "      <td>61.88</td>\n",
       "      <td>美原油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>005602</td>\n",
       "      <td>143252.0</td>\n",
       "      <td>-143670.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>76.68</td>\n",
       "      <td>4.62</td>\n",
       "      <td>81.04</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>005602</td>\n",
       "      <td>192009.0</td>\n",
       "      <td>-188138.0</td>\n",
       "      <td>-3871.0</td>\n",
       "      <td>90.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>76.13</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>005602</td>\n",
       "      <td>192429.0</td>\n",
       "      <td>-182326.0</td>\n",
       "      <td>-10103.0</td>\n",
       "      <td>90.82</td>\n",
       "      <td>1.74</td>\n",
       "      <td>68.99</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>005602</td>\n",
       "      <td>210135.0</td>\n",
       "      <td>-195799.0</td>\n",
       "      <td>-14336.0</td>\n",
       "      <td>95.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64.14</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>005602</td>\n",
       "      <td>218566.0</td>\n",
       "      <td>-201737.0</td>\n",
       "      <td>-16829.0</td>\n",
       "      <td>98.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.28</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>005602</td>\n",
       "      <td>239872.0</td>\n",
       "      <td>-218443.0</td>\n",
       "      <td>-21429.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.01</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>005602</td>\n",
       "      <td>257283.0</td>\n",
       "      <td>-246344.0</td>\n",
       "      <td>-10939.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.03</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>005602</td>\n",
       "      <td>254753.0</td>\n",
       "      <td>-241147.0</td>\n",
       "      <td>-13606.0</td>\n",
       "      <td>99.34</td>\n",
       "      <td>1.33</td>\n",
       "      <td>64.97</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>005602</td>\n",
       "      <td>259872.0</td>\n",
       "      <td>-251006.0</td>\n",
       "      <td>-8866.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>70.40</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1627</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>005602</td>\n",
       "      <td>280864.0</td>\n",
       "      <td>-268983.0</td>\n",
       "      <td>-11881.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>66.95</td>\n",
       "      <td>美豆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>007601</td>\n",
       "      <td>83713.0</td>\n",
       "      <td>-95107.0</td>\n",
       "      <td>11394.0</td>\n",
       "      <td>73.64</td>\n",
       "      <td>25.22</td>\n",
       "      <td>74.60</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>007601</td>\n",
       "      <td>101663.0</td>\n",
       "      <td>-119913.0</td>\n",
       "      <td>18250.0</td>\n",
       "      <td>82.25</td>\n",
       "      <td>13.66</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>007601</td>\n",
       "      <td>110210.0</td>\n",
       "      <td>-127743.0</td>\n",
       "      <td>17533.0</td>\n",
       "      <td>86.35</td>\n",
       "      <td>10.01</td>\n",
       "      <td>96.72</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>007601</td>\n",
       "      <td>120618.0</td>\n",
       "      <td>-138614.0</td>\n",
       "      <td>17996.0</td>\n",
       "      <td>91.34</td>\n",
       "      <td>4.95</td>\n",
       "      <td>98.84</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>007601</td>\n",
       "      <td>127072.0</td>\n",
       "      <td>-146214.0</td>\n",
       "      <td>19142.0</td>\n",
       "      <td>94.43</td>\n",
       "      <td>1.40</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>007601</td>\n",
       "      <td>124169.0</td>\n",
       "      <td>-138651.0</td>\n",
       "      <td>14482.0</td>\n",
       "      <td>93.04</td>\n",
       "      <td>4.93</td>\n",
       "      <td>79.52</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>007601</td>\n",
       "      <td>114488.0</td>\n",
       "      <td>-127253.0</td>\n",
       "      <td>12765.0</td>\n",
       "      <td>88.40</td>\n",
       "      <td>10.24</td>\n",
       "      <td>71.97</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>007601</td>\n",
       "      <td>110954.0</td>\n",
       "      <td>-129181.0</td>\n",
       "      <td>18227.0</td>\n",
       "      <td>86.70</td>\n",
       "      <td>9.34</td>\n",
       "      <td>95.98</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>007601</td>\n",
       "      <td>110770.0</td>\n",
       "      <td>-126108.0</td>\n",
       "      <td>15338.0</td>\n",
       "      <td>86.62</td>\n",
       "      <td>10.77</td>\n",
       "      <td>83.28</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1627</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>007601</td>\n",
       "      <td>119766.0</td>\n",
       "      <td>-138518.0</td>\n",
       "      <td>18752.0</td>\n",
       "      <td>90.93</td>\n",
       "      <td>4.99</td>\n",
       "      <td>98.29</td>\n",
       "      <td>美豆油</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>026603</td>\n",
       "      <td>36012.0</td>\n",
       "      <td>-52443.0</td>\n",
       "      <td>16431.0</td>\n",
       "      <td>39.35</td>\n",
       "      <td>60.97</td>\n",
       "      <td>54.38</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>026603</td>\n",
       "      <td>47282.0</td>\n",
       "      <td>-65545.0</td>\n",
       "      <td>18263.0</td>\n",
       "      <td>44.55</td>\n",
       "      <td>54.95</td>\n",
       "      <td>65.33</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>026603</td>\n",
       "      <td>63213.0</td>\n",
       "      <td>-83123.0</td>\n",
       "      <td>19910.0</td>\n",
       "      <td>51.90</td>\n",
       "      <td>46.88</td>\n",
       "      <td>75.16</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>026603</td>\n",
       "      <td>69470.0</td>\n",
       "      <td>-92487.0</td>\n",
       "      <td>23017.0</td>\n",
       "      <td>54.79</td>\n",
       "      <td>42.58</td>\n",
       "      <td>93.72</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>026603</td>\n",
       "      <td>91601.0</td>\n",
       "      <td>-112473.0</td>\n",
       "      <td>20872.0</td>\n",
       "      <td>65.00</td>\n",
       "      <td>33.40</td>\n",
       "      <td>80.91</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>026603</td>\n",
       "      <td>95398.0</td>\n",
       "      <td>-114852.0</td>\n",
       "      <td>19454.0</td>\n",
       "      <td>66.75</td>\n",
       "      <td>32.30</td>\n",
       "      <td>72.44</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>026603</td>\n",
       "      <td>105378.0</td>\n",
       "      <td>-127607.0</td>\n",
       "      <td>22229.0</td>\n",
       "      <td>71.36</td>\n",
       "      <td>26.44</td>\n",
       "      <td>89.02</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>026603</td>\n",
       "      <td>97167.0</td>\n",
       "      <td>-118335.0</td>\n",
       "      <td>21168.0</td>\n",
       "      <td>67.57</td>\n",
       "      <td>30.70</td>\n",
       "      <td>82.68</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>026603</td>\n",
       "      <td>100192.0</td>\n",
       "      <td>-123663.0</td>\n",
       "      <td>23471.0</td>\n",
       "      <td>68.97</td>\n",
       "      <td>28.26</td>\n",
       "      <td>96.43</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1627</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>026603</td>\n",
       "      <td>107993.0</td>\n",
       "      <td>-131857.0</td>\n",
       "      <td>23864.0</td>\n",
       "      <td>72.56</td>\n",
       "      <td>24.49</td>\n",
       "      <td>98.78</td>\n",
       "      <td>美豆粕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>085692</td>\n",
       "      <td>47864.0</td>\n",
       "      <td>-52262.0</td>\n",
       "      <td>4398.0</td>\n",
       "      <td>82.48</td>\n",
       "      <td>14.76</td>\n",
       "      <td>62.12</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1533</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>085692</td>\n",
       "      <td>53116.0</td>\n",
       "      <td>-60315.0</td>\n",
       "      <td>7199.0</td>\n",
       "      <td>86.53</td>\n",
       "      <td>8.59</td>\n",
       "      <td>81.95</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1534</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>085692</td>\n",
       "      <td>55750.0</td>\n",
       "      <td>-60509.0</td>\n",
       "      <td>4759.0</td>\n",
       "      <td>88.57</td>\n",
       "      <td>8.44</td>\n",
       "      <td>64.67</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1535</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>085692</td>\n",
       "      <td>58607.0</td>\n",
       "      <td>-62338.0</td>\n",
       "      <td>3731.0</td>\n",
       "      <td>90.78</td>\n",
       "      <td>7.04</td>\n",
       "      <td>57.39</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1536</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>085692</td>\n",
       "      <td>67841.0</td>\n",
       "      <td>-68912.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>97.92</td>\n",
       "      <td>2.00</td>\n",
       "      <td>38.56</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1537</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>085692</td>\n",
       "      <td>54062.0</td>\n",
       "      <td>-56329.0</td>\n",
       "      <td>2267.0</td>\n",
       "      <td>87.27</td>\n",
       "      <td>11.64</td>\n",
       "      <td>47.03</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>085692</td>\n",
       "      <td>53578.0</td>\n",
       "      <td>-54904.0</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>86.89</td>\n",
       "      <td>12.73</td>\n",
       "      <td>40.36</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>085692</td>\n",
       "      <td>59216.0</td>\n",
       "      <td>-61238.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>91.25</td>\n",
       "      <td>7.88</td>\n",
       "      <td>45.29</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>085692</td>\n",
       "      <td>67265.0</td>\n",
       "      <td>-69049.0</td>\n",
       "      <td>1784.0</td>\n",
       "      <td>97.47</td>\n",
       "      <td>1.90</td>\n",
       "      <td>43.60</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>085692</td>\n",
       "      <td>66916.0</td>\n",
       "      <td>-71149.0</td>\n",
       "      <td>4233.0</td>\n",
       "      <td>97.20</td>\n",
       "      <td>0.29</td>\n",
       "      <td>60.95</td>\n",
       "      <td>美铜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>088691</td>\n",
       "      <td>221038.0</td>\n",
       "      <td>-266445.0</td>\n",
       "      <td>45407.0</td>\n",
       "      <td>66.16</td>\n",
       "      <td>28.96</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>088691</td>\n",
       "      <td>230796.0</td>\n",
       "      <td>-277406.0</td>\n",
       "      <td>46610.0</td>\n",
       "      <td>68.65</td>\n",
       "      <td>26.30</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>088691</td>\n",
       "      <td>236473.0</td>\n",
       "      <td>-281040.0</td>\n",
       "      <td>44567.0</td>\n",
       "      <td>70.09</td>\n",
       "      <td>25.41</td>\n",
       "      <td>94.85</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>088691</td>\n",
       "      <td>240977.0</td>\n",
       "      <td>-285186.0</td>\n",
       "      <td>44209.0</td>\n",
       "      <td>71.24</td>\n",
       "      <td>24.41</td>\n",
       "      <td>93.94</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>088691</td>\n",
       "      <td>219060.0</td>\n",
       "      <td>-266408.0</td>\n",
       "      <td>47348.0</td>\n",
       "      <td>65.65</td>\n",
       "      <td>28.97</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>088691</td>\n",
       "      <td>243659.0</td>\n",
       "      <td>-286178.0</td>\n",
       "      <td>42519.0</td>\n",
       "      <td>71.93</td>\n",
       "      <td>24.17</td>\n",
       "      <td>88.04</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>088691</td>\n",
       "      <td>248587.0</td>\n",
       "      <td>-288468.0</td>\n",
       "      <td>39881.0</td>\n",
       "      <td>73.19</td>\n",
       "      <td>23.61</td>\n",
       "      <td>81.51</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>088691</td>\n",
       "      <td>240671.0</td>\n",
       "      <td>-284655.0</td>\n",
       "      <td>43984.0</td>\n",
       "      <td>71.17</td>\n",
       "      <td>24.54</td>\n",
       "      <td>91.67</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>088691</td>\n",
       "      <td>249604.0</td>\n",
       "      <td>-294124.0</td>\n",
       "      <td>44520.0</td>\n",
       "      <td>73.45</td>\n",
       "      <td>22.23</td>\n",
       "      <td>93.00</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>088691</td>\n",
       "      <td>248634.0</td>\n",
       "      <td>-296462.0</td>\n",
       "      <td>47828.0</td>\n",
       "      <td>73.20</td>\n",
       "      <td>21.67</td>\n",
       "      <td>100.00</td>\n",
       "      <td>美黄金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>084691</td>\n",
       "      <td>31337.0</td>\n",
       "      <td>-47782.0</td>\n",
       "      <td>16445.0</td>\n",
       "      <td>56.44</td>\n",
       "      <td>45.93</td>\n",
       "      <td>39.59</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>084691</td>\n",
       "      <td>33472.0</td>\n",
       "      <td>-51784.0</td>\n",
       "      <td>18312.0</td>\n",
       "      <td>58.44</td>\n",
       "      <td>42.46</td>\n",
       "      <td>50.29</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>084691</td>\n",
       "      <td>33480.0</td>\n",
       "      <td>-49119.0</td>\n",
       "      <td>15639.0</td>\n",
       "      <td>58.45</td>\n",
       "      <td>44.77</td>\n",
       "      <td>34.97</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>084691</td>\n",
       "      <td>38349.0</td>\n",
       "      <td>-56007.0</td>\n",
       "      <td>17658.0</td>\n",
       "      <td>63.01</td>\n",
       "      <td>38.80</td>\n",
       "      <td>46.54</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>084691</td>\n",
       "      <td>38947.0</td>\n",
       "      <td>-53234.0</td>\n",
       "      <td>14287.0</td>\n",
       "      <td>63.57</td>\n",
       "      <td>41.20</td>\n",
       "      <td>27.22</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>084691</td>\n",
       "      <td>40730.0</td>\n",
       "      <td>-53199.0</td>\n",
       "      <td>12469.0</td>\n",
       "      <td>65.23</td>\n",
       "      <td>41.23</td>\n",
       "      <td>12.36</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>084691</td>\n",
       "      <td>41257.0</td>\n",
       "      <td>-56196.0</td>\n",
       "      <td>14939.0</td>\n",
       "      <td>65.73</td>\n",
       "      <td>38.64</td>\n",
       "      <td>27.27</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>084691</td>\n",
       "      <td>40788.0</td>\n",
       "      <td>-56948.0</td>\n",
       "      <td>16160.0</td>\n",
       "      <td>65.29</td>\n",
       "      <td>37.99</td>\n",
       "      <td>34.64</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>084691</td>\n",
       "      <td>44726.0</td>\n",
       "      <td>-59500.0</td>\n",
       "      <td>14774.0</td>\n",
       "      <td>68.97</td>\n",
       "      <td>35.77</td>\n",
       "      <td>26.28</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>084691</td>\n",
       "      <td>44631.0</td>\n",
       "      <td>-59086.0</td>\n",
       "      <td>14455.0</td>\n",
       "      <td>68.89</td>\n",
       "      <td>36.13</td>\n",
       "      <td>24.35</td>\n",
       "      <td>美白银</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>033661</td>\n",
       "      <td>58849.0</td>\n",
       "      <td>-64044.0</td>\n",
       "      <td>5195.0</td>\n",
       "      <td>58.25</td>\n",
       "      <td>42.56</td>\n",
       "      <td>42.98</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>033661</td>\n",
       "      <td>62635.0</td>\n",
       "      <td>-68465.0</td>\n",
       "      <td>5830.0</td>\n",
       "      <td>60.59</td>\n",
       "      <td>40.05</td>\n",
       "      <td>46.68</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>033661</td>\n",
       "      <td>53691.0</td>\n",
       "      <td>-56775.0</td>\n",
       "      <td>3084.0</td>\n",
       "      <td>55.06</td>\n",
       "      <td>46.68</td>\n",
       "      <td>30.68</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>033661</td>\n",
       "      <td>57938.0</td>\n",
       "      <td>-62675.0</td>\n",
       "      <td>4737.0</td>\n",
       "      <td>57.68</td>\n",
       "      <td>43.33</td>\n",
       "      <td>40.31</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>033661</td>\n",
       "      <td>58512.0</td>\n",
       "      <td>-62280.0</td>\n",
       "      <td>3768.0</td>\n",
       "      <td>58.04</td>\n",
       "      <td>43.56</td>\n",
       "      <td>34.66</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>033661</td>\n",
       "      <td>58978.0</td>\n",
       "      <td>-63417.0</td>\n",
       "      <td>4439.0</td>\n",
       "      <td>58.32</td>\n",
       "      <td>42.91</td>\n",
       "      <td>38.57</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>033661</td>\n",
       "      <td>60737.0</td>\n",
       "      <td>-65980.0</td>\n",
       "      <td>5243.0</td>\n",
       "      <td>59.41</td>\n",
       "      <td>41.46</td>\n",
       "      <td>43.26</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>033661</td>\n",
       "      <td>65196.0</td>\n",
       "      <td>-72435.0</td>\n",
       "      <td>7239.0</td>\n",
       "      <td>62.17</td>\n",
       "      <td>37.80</td>\n",
       "      <td>54.89</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>033661</td>\n",
       "      <td>71176.0</td>\n",
       "      <td>-79223.0</td>\n",
       "      <td>8047.0</td>\n",
       "      <td>65.86</td>\n",
       "      <td>33.95</td>\n",
       "      <td>59.60</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>033661</td>\n",
       "      <td>74433.0</td>\n",
       "      <td>-82876.0</td>\n",
       "      <td>8443.0</td>\n",
       "      <td>67.88</td>\n",
       "      <td>31.88</td>\n",
       "      <td>61.91</td>\n",
       "      <td>美棉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1615</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>080732</td>\n",
       "      <td>254089.0</td>\n",
       "      <td>-306767.0</td>\n",
       "      <td>52678.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>89.02</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>080732</td>\n",
       "      <td>257326.0</td>\n",
       "      <td>-307255.0</td>\n",
       "      <td>49929.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>85.28</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>080732</td>\n",
       "      <td>237289.0</td>\n",
       "      <td>-274151.0</td>\n",
       "      <td>36862.0</td>\n",
       "      <td>95.40</td>\n",
       "      <td>6.96</td>\n",
       "      <td>67.51</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>080732</td>\n",
       "      <td>211401.0</td>\n",
       "      <td>-242442.0</td>\n",
       "      <td>31041.0</td>\n",
       "      <td>89.46</td>\n",
       "      <td>13.64</td>\n",
       "      <td>59.60</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>080732</td>\n",
       "      <td>234659.0</td>\n",
       "      <td>-268879.0</td>\n",
       "      <td>34220.0</td>\n",
       "      <td>94.80</td>\n",
       "      <td>8.07</td>\n",
       "      <td>63.92</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>080732</td>\n",
       "      <td>248345.0</td>\n",
       "      <td>-290199.0</td>\n",
       "      <td>41854.0</td>\n",
       "      <td>97.94</td>\n",
       "      <td>3.59</td>\n",
       "      <td>74.30</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>080732</td>\n",
       "      <td>261973.0</td>\n",
       "      <td>-308422.0</td>\n",
       "      <td>46449.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>80.55</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>080732</td>\n",
       "      <td>280534.0</td>\n",
       "      <td>-330049.0</td>\n",
       "      <td>49515.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>84.72</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>080732</td>\n",
       "      <td>295988.0</td>\n",
       "      <td>-347162.0</td>\n",
       "      <td>51174.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>86.97</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>080732</td>\n",
       "      <td>308463.0</td>\n",
       "      <td>-359520.0</td>\n",
       "      <td>51057.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>86.82</td>\n",
       "      <td>美糖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>098662</td>\n",
       "      <td>-7773.0</td>\n",
       "      <td>7705.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>5.29</td>\n",
       "      <td>97.70</td>\n",
       "      <td>16.62</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>098662</td>\n",
       "      <td>-6746.0</td>\n",
       "      <td>7653.0</td>\n",
       "      <td>-907.0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>97.60</td>\n",
       "      <td>6.35</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>098662</td>\n",
       "      <td>-5758.0</td>\n",
       "      <td>6340.0</td>\n",
       "      <td>-582.0</td>\n",
       "      <td>9.04</td>\n",
       "      <td>95.16</td>\n",
       "      <td>9.77</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>098662</td>\n",
       "      <td>-8240.0</td>\n",
       "      <td>8570.0</td>\n",
       "      <td>-330.0</td>\n",
       "      <td>4.42</td>\n",
       "      <td>99.30</td>\n",
       "      <td>12.43</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>098662</td>\n",
       "      <td>-9146.0</td>\n",
       "      <td>8280.0</td>\n",
       "      <td>866.0</td>\n",
       "      <td>2.73</td>\n",
       "      <td>98.76</td>\n",
       "      <td>25.04</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>098662</td>\n",
       "      <td>-5555.0</td>\n",
       "      <td>5215.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>9.42</td>\n",
       "      <td>93.07</td>\n",
       "      <td>19.49</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>098662</td>\n",
       "      <td>-3034.0</td>\n",
       "      <td>1770.0</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>14.12</td>\n",
       "      <td>86.67</td>\n",
       "      <td>29.23</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>098662</td>\n",
       "      <td>437.0</td>\n",
       "      <td>-2163.0</td>\n",
       "      <td>1726.0</td>\n",
       "      <td>20.59</td>\n",
       "      <td>79.37</td>\n",
       "      <td>34.10</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>098662</td>\n",
       "      <td>-1666.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>1231.0</td>\n",
       "      <td>16.67</td>\n",
       "      <td>84.19</td>\n",
       "      <td>28.88</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>098662</td>\n",
       "      <td>-1254.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>536.0</td>\n",
       "      <td>17.44</td>\n",
       "      <td>84.72</td>\n",
       "      <td>21.56</td>\n",
       "      <td>美元指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>002602</td>\n",
       "      <td>-17387.0</td>\n",
       "      <td>30517.0</td>\n",
       "      <td>-13130.0</td>\n",
       "      <td>33.46</td>\n",
       "      <td>70.85</td>\n",
       "      <td>39.44</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>002602</td>\n",
       "      <td>61251.0</td>\n",
       "      <td>-31049.0</td>\n",
       "      <td>-30202.0</td>\n",
       "      <td>45.55</td>\n",
       "      <td>60.11</td>\n",
       "      <td>30.25</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>002602</td>\n",
       "      <td>83689.0</td>\n",
       "      <td>-44102.0</td>\n",
       "      <td>-39587.0</td>\n",
       "      <td>49.00</td>\n",
       "      <td>57.83</td>\n",
       "      <td>25.20</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>002602</td>\n",
       "      <td>111834.0</td>\n",
       "      <td>-63469.0</td>\n",
       "      <td>-48365.0</td>\n",
       "      <td>53.32</td>\n",
       "      <td>54.45</td>\n",
       "      <td>20.48</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>002602</td>\n",
       "      <td>156894.0</td>\n",
       "      <td>-94171.0</td>\n",
       "      <td>-62723.0</td>\n",
       "      <td>60.25</td>\n",
       "      <td>49.10</td>\n",
       "      <td>12.75</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>002602</td>\n",
       "      <td>181892.0</td>\n",
       "      <td>-119172.0</td>\n",
       "      <td>-62720.0</td>\n",
       "      <td>64.09</td>\n",
       "      <td>44.73</td>\n",
       "      <td>12.75</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>002602</td>\n",
       "      <td>225674.0</td>\n",
       "      <td>-168646.0</td>\n",
       "      <td>-57028.0</td>\n",
       "      <td>70.82</td>\n",
       "      <td>36.10</td>\n",
       "      <td>15.82</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1625</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>002602</td>\n",
       "      <td>259987.0</td>\n",
       "      <td>-197706.0</td>\n",
       "      <td>-62281.0</td>\n",
       "      <td>76.10</td>\n",
       "      <td>31.03</td>\n",
       "      <td>12.99</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1626</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>002602</td>\n",
       "      <td>329908.0</td>\n",
       "      <td>-269498.0</td>\n",
       "      <td>-60410.0</td>\n",
       "      <td>86.85</td>\n",
       "      <td>18.50</td>\n",
       "      <td>14.00</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1627</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>002602</td>\n",
       "      <td>411013.0</td>\n",
       "      <td>-355863.0</td>\n",
       "      <td>-55150.0</td>\n",
       "      <td>99.32</td>\n",
       "      <td>3.43</td>\n",
       "      <td>16.83</td>\n",
       "      <td>美玉米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>023651</td>\n",
       "      <td>13638.0</td>\n",
       "      <td>-41087.0</td>\n",
       "      <td>27449.0</td>\n",
       "      <td>92.74</td>\n",
       "      <td>11.42</td>\n",
       "      <td>33.30</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1515</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>023651</td>\n",
       "      <td>31686.0</td>\n",
       "      <td>-62107.0</td>\n",
       "      <td>30421.0</td>\n",
       "      <td>98.82</td>\n",
       "      <td>4.25</td>\n",
       "      <td>43.04</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1516</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>023651</td>\n",
       "      <td>29491.0</td>\n",
       "      <td>-58116.0</td>\n",
       "      <td>28625.0</td>\n",
       "      <td>98.08</td>\n",
       "      <td>5.61</td>\n",
       "      <td>37.15</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1517</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>023651</td>\n",
       "      <td>50843.0</td>\n",
       "      <td>-76085.0</td>\n",
       "      <td>25242.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.07</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1518</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>023651</td>\n",
       "      <td>46165.0</td>\n",
       "      <td>-68261.0</td>\n",
       "      <td>22096.0</td>\n",
       "      <td>98.50</td>\n",
       "      <td>2.65</td>\n",
       "      <td>15.76</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1519</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>023651</td>\n",
       "      <td>48286.0</td>\n",
       "      <td>-71264.0</td>\n",
       "      <td>22978.0</td>\n",
       "      <td>99.18</td>\n",
       "      <td>1.64</td>\n",
       "      <td>18.65</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>023651</td>\n",
       "      <td>68728.0</td>\n",
       "      <td>-92554.0</td>\n",
       "      <td>23826.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.43</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>023651</td>\n",
       "      <td>69178.0</td>\n",
       "      <td>-91779.0</td>\n",
       "      <td>22601.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>17.42</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1522</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>023651</td>\n",
       "      <td>70949.0</td>\n",
       "      <td>-97039.0</td>\n",
       "      <td>26090.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.85</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1523</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>023651</td>\n",
       "      <td>49244.0</td>\n",
       "      <td>-75668.0</td>\n",
       "      <td>26424.0</td>\n",
       "      <td>93.47</td>\n",
       "      <td>6.77</td>\n",
       "      <td>29.94</td>\n",
       "      <td>天然气</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date    code     大户净持仓     套保净持仓    散户净持仓  大户cot(%)  套保cot(%)  \\\n",
       "1616 2020-08-25  067651  500699.0 -536969.0  36270.0     48.39     46.54   \n",
       "1617 2020-09-01  067651  490915.0 -527236.0  36321.0     46.27     48.53   \n",
       "1618 2020-09-08  067651  449366.0 -480182.0  30816.0     37.27     58.14   \n",
       "1619 2020-09-15  067651  449744.0 -474847.0  25103.0     37.35     59.23   \n",
       "1620 2020-09-22  067651  472769.0 -492699.0  19930.0     42.34     55.58   \n",
       "1621 2020-09-29  067651  461911.0 -481202.0  19291.0     39.99     57.93   \n",
       "1622 2020-10-06  067651  471536.0 -488364.0  16828.0     42.07     56.47   \n",
       "1623 2020-10-13  067651  472797.0 -496915.0  24118.0     42.35     54.72   \n",
       "1624 2020-10-20  067651  490348.0 -511117.0  20769.0     46.14     51.82   \n",
       "1625 2020-10-27  067651  472090.0 -498804.0  26714.0     42.19     54.34   \n",
       "1618 2020-08-25  005602  143252.0 -143670.0    418.0     76.68      4.62   \n",
       "1619 2020-09-01  005602  192009.0 -188138.0  -3871.0     90.70      0.00   \n",
       "1620 2020-09-08  005602  192429.0 -182326.0 -10103.0     90.82      1.74   \n",
       "1621 2020-09-15  005602  210135.0 -195799.0 -14336.0     95.91      0.00   \n",
       "1622 2020-09-22  005602  218566.0 -201737.0 -16829.0     98.33      0.00   \n",
       "1623 2020-09-29  005602  239872.0 -218443.0 -21429.0    100.00      0.00   \n",
       "1624 2020-10-06  005602  257283.0 -246344.0 -10939.0    100.00      0.00   \n",
       "1625 2020-10-13  005602  254753.0 -241147.0 -13606.0     99.34      1.33   \n",
       "1626 2020-10-20  005602  259872.0 -251006.0  -8866.0    100.00      0.00   \n",
       "1627 2020-10-27  005602  280864.0 -268983.0 -11881.0    100.00      0.00   \n",
       "1618 2020-08-25  007601   83713.0  -95107.0  11394.0     73.64     25.22   \n",
       "1619 2020-09-01  007601  101663.0 -119913.0  18250.0     82.25     13.66   \n",
       "1620 2020-09-08  007601  110210.0 -127743.0  17533.0     86.35     10.01   \n",
       "1621 2020-09-15  007601  120618.0 -138614.0  17996.0     91.34      4.95   \n",
       "1622 2020-09-22  007601  127072.0 -146214.0  19142.0     94.43      1.40   \n",
       "1623 2020-09-29  007601  124169.0 -138651.0  14482.0     93.04      4.93   \n",
       "1624 2020-10-06  007601  114488.0 -127253.0  12765.0     88.40     10.24   \n",
       "1625 2020-10-13  007601  110954.0 -129181.0  18227.0     86.70      9.34   \n",
       "1626 2020-10-20  007601  110770.0 -126108.0  15338.0     86.62     10.77   \n",
       "1627 2020-10-27  007601  119766.0 -138518.0  18752.0     90.93      4.99   \n",
       "1618 2020-08-25  026603   36012.0  -52443.0  16431.0     39.35     60.97   \n",
       "1619 2020-09-01  026603   47282.0  -65545.0  18263.0     44.55     54.95   \n",
       "1620 2020-09-08  026603   63213.0  -83123.0  19910.0     51.90     46.88   \n",
       "1621 2020-09-15  026603   69470.0  -92487.0  23017.0     54.79     42.58   \n",
       "1622 2020-09-22  026603   91601.0 -112473.0  20872.0     65.00     33.40   \n",
       "1623 2020-09-29  026603   95398.0 -114852.0  19454.0     66.75     32.30   \n",
       "1624 2020-10-06  026603  105378.0 -127607.0  22229.0     71.36     26.44   \n",
       "1625 2020-10-13  026603   97167.0 -118335.0  21168.0     67.57     30.70   \n",
       "1626 2020-10-20  026603  100192.0 -123663.0  23471.0     68.97     28.26   \n",
       "1627 2020-10-27  026603  107993.0 -131857.0  23864.0     72.56     24.49   \n",
       "1532 2020-08-25  085692   47864.0  -52262.0   4398.0     82.48     14.76   \n",
       "1533 2020-09-01  085692   53116.0  -60315.0   7199.0     86.53      8.59   \n",
       "1534 2020-09-08  085692   55750.0  -60509.0   4759.0     88.57      8.44   \n",
       "1535 2020-09-15  085692   58607.0  -62338.0   3731.0     90.78      7.04   \n",
       "1536 2020-09-22  085692   67841.0  -68912.0   1071.0     97.92      2.00   \n",
       "1537 2020-09-29  085692   54062.0  -56329.0   2267.0     87.27     11.64   \n",
       "1538 2020-10-06  085692   53578.0  -54904.0   1326.0     86.89     12.73   \n",
       "1539 2020-10-13  085692   59216.0  -61238.0   2022.0     91.25      7.88   \n",
       "1540 2020-10-20  085692   67265.0  -69049.0   1784.0     97.47      1.90   \n",
       "1541 2020-10-27  085692   66916.0  -71149.0   4233.0     97.20      0.29   \n",
       "1617 2020-08-25  088691  221038.0 -266445.0  45407.0     66.16     28.96   \n",
       "1618 2020-09-01  088691  230796.0 -277406.0  46610.0     68.65     26.30   \n",
       "1619 2020-09-08  088691  236473.0 -281040.0  44567.0     70.09     25.41   \n",
       "1620 2020-09-15  088691  240977.0 -285186.0  44209.0     71.24     24.41   \n",
       "1621 2020-09-22  088691  219060.0 -266408.0  47348.0     65.65     28.97   \n",
       "1622 2020-09-29  088691  243659.0 -286178.0  42519.0     71.93     24.17   \n",
       "1623 2020-10-06  088691  248587.0 -288468.0  39881.0     73.19     23.61   \n",
       "1624 2020-10-13  088691  240671.0 -284655.0  43984.0     71.17     24.54   \n",
       "1625 2020-10-20  088691  249604.0 -294124.0  44520.0     73.45     22.23   \n",
       "1626 2020-10-27  088691  248634.0 -296462.0  47828.0     73.20     21.67   \n",
       "1617 2020-08-25  084691   31337.0  -47782.0  16445.0     56.44     45.93   \n",
       "1618 2020-09-01  084691   33472.0  -51784.0  18312.0     58.44     42.46   \n",
       "1619 2020-09-08  084691   33480.0  -49119.0  15639.0     58.45     44.77   \n",
       "1620 2020-09-15  084691   38349.0  -56007.0  17658.0     63.01     38.80   \n",
       "1621 2020-09-22  084691   38947.0  -53234.0  14287.0     63.57     41.20   \n",
       "1622 2020-09-29  084691   40730.0  -53199.0  12469.0     65.23     41.23   \n",
       "1623 2020-10-06  084691   41257.0  -56196.0  14939.0     65.73     38.64   \n",
       "1624 2020-10-13  084691   40788.0  -56948.0  16160.0     65.29     37.99   \n",
       "1625 2020-10-20  084691   44726.0  -59500.0  14774.0     68.97     35.77   \n",
       "1626 2020-10-27  084691   44631.0  -59086.0  14455.0     68.89     36.13   \n",
       "1616 2020-08-25  033661   58849.0  -64044.0   5195.0     58.25     42.56   \n",
       "1617 2020-09-01  033661   62635.0  -68465.0   5830.0     60.59     40.05   \n",
       "1618 2020-09-08  033661   53691.0  -56775.0   3084.0     55.06     46.68   \n",
       "1619 2020-09-15  033661   57938.0  -62675.0   4737.0     57.68     43.33   \n",
       "1620 2020-09-22  033661   58512.0  -62280.0   3768.0     58.04     43.56   \n",
       "1621 2020-09-29  033661   58978.0  -63417.0   4439.0     58.32     42.91   \n",
       "1622 2020-10-06  033661   60737.0  -65980.0   5243.0     59.41     41.46   \n",
       "1623 2020-10-13  033661   65196.0  -72435.0   7239.0     62.17     37.80   \n",
       "1624 2020-10-20  033661   71176.0  -79223.0   8047.0     65.86     33.95   \n",
       "1625 2020-10-27  033661   74433.0  -82876.0   8443.0     67.88     31.88   \n",
       "1615 2020-08-25  080732  254089.0 -306767.0  52678.0    100.00      0.00   \n",
       "1616 2020-09-01  080732  257326.0 -307255.0  49929.0    100.00      0.00   \n",
       "1617 2020-09-08  080732  237289.0 -274151.0  36862.0     95.40      6.96   \n",
       "1618 2020-09-15  080732  211401.0 -242442.0  31041.0     89.46     13.64   \n",
       "1619 2020-09-22  080732  234659.0 -268879.0  34220.0     94.80      8.07   \n",
       "1620 2020-09-29  080732  248345.0 -290199.0  41854.0     97.94      3.59   \n",
       "1621 2020-10-06  080732  261973.0 -308422.0  46449.0    100.00      0.00   \n",
       "1622 2020-10-13  080732  280534.0 -330049.0  49515.0    100.00      0.00   \n",
       "1623 2020-10-20  080732  295988.0 -347162.0  51174.0    100.00      0.00   \n",
       "1624 2020-10-27  080732  308463.0 -359520.0  51057.0    100.00      0.00   \n",
       "1399 2020-08-25  098662   -7773.0    7705.0     68.0      5.29     97.70   \n",
       "1400 2020-09-01  098662   -6746.0    7653.0   -907.0      7.20     97.60   \n",
       "1401 2020-09-08  098662   -5758.0    6340.0   -582.0      9.04     95.16   \n",
       "1402 2020-09-15  098662   -8240.0    8570.0   -330.0      4.42     99.30   \n",
       "1403 2020-09-22  098662   -9146.0    8280.0    866.0      2.73     98.76   \n",
       "1404 2020-09-29  098662   -5555.0    5215.0    340.0      9.42     93.07   \n",
       "1405 2020-10-06  098662   -3034.0    1770.0   1264.0     14.12     86.67   \n",
       "1406 2020-10-13  098662     437.0   -2163.0   1726.0     20.59     79.37   \n",
       "1407 2020-10-20  098662   -1666.0     435.0   1231.0     16.67     84.19   \n",
       "1408 2020-10-27  098662   -1254.0     718.0    536.0     17.44     84.72   \n",
       "1618 2020-08-25  002602  -17387.0   30517.0 -13130.0     33.46     70.85   \n",
       "1619 2020-09-01  002602   61251.0  -31049.0 -30202.0     45.55     60.11   \n",
       "1620 2020-09-08  002602   83689.0  -44102.0 -39587.0     49.00     57.83   \n",
       "1621 2020-09-15  002602  111834.0  -63469.0 -48365.0     53.32     54.45   \n",
       "1622 2020-09-22  002602  156894.0  -94171.0 -62723.0     60.25     49.10   \n",
       "1623 2020-09-29  002602  181892.0 -119172.0 -62720.0     64.09     44.73   \n",
       "1624 2020-10-06  002602  225674.0 -168646.0 -57028.0     70.82     36.10   \n",
       "1625 2020-10-13  002602  259987.0 -197706.0 -62281.0     76.10     31.03   \n",
       "1626 2020-10-20  002602  329908.0 -269498.0 -60410.0     86.85     18.50   \n",
       "1627 2020-10-27  002602  411013.0 -355863.0 -55150.0     99.32      3.43   \n",
       "1514 2020-08-25  023651   13638.0  -41087.0  27449.0     92.74     11.42   \n",
       "1515 2020-09-01  023651   31686.0  -62107.0  30421.0     98.82      4.25   \n",
       "1516 2020-09-08  023651   29491.0  -58116.0  28625.0     98.08      5.61   \n",
       "1517 2020-09-15  023651   50843.0  -76085.0  25242.0    100.00      0.00   \n",
       "1518 2020-09-22  023651   46165.0  -68261.0  22096.0     98.50      2.65   \n",
       "1519 2020-09-29  023651   48286.0  -71264.0  22978.0     99.18      1.64   \n",
       "1520 2020-10-06  023651   68728.0  -92554.0  23826.0    100.00      0.00   \n",
       "1521 2020-10-13  023651   69178.0  -91779.0  22601.0    100.00      0.25   \n",
       "1522 2020-10-20  023651   70949.0  -97039.0  26090.0    100.00      0.00   \n",
       "1523 2020-10-27  023651   49244.0  -75668.0  26424.0     93.47      6.77   \n",
       "\n",
       "      散户cot(%)  品种简称  \n",
       "1616     77.72   美原油  \n",
       "1617     77.80   美原油  \n",
       "1618     68.68   美原油  \n",
       "1619     59.21   美原油  \n",
       "1620     50.63   美原油  \n",
       "1621     49.57   美原油  \n",
       "1622     45.49   美原油  \n",
       "1623     57.57   美原油  \n",
       "1624     52.02   美原油  \n",
       "1625     61.88   美原油  \n",
       "1618     81.04    美豆  \n",
       "1619     76.13    美豆  \n",
       "1620     68.99    美豆  \n",
       "1621     64.14    美豆  \n",
       "1622     61.28    美豆  \n",
       "1623     56.01    美豆  \n",
       "1624     68.03    美豆  \n",
       "1625     64.97    美豆  \n",
       "1626     70.40    美豆  \n",
       "1627     66.95    美豆  \n",
       "1618     74.60   美豆油  \n",
       "1619    100.00   美豆油  \n",
       "1620     96.72   美豆油  \n",
       "1621     98.84   美豆油  \n",
       "1622    100.00   美豆油  \n",
       "1623     79.52   美豆油  \n",
       "1624     71.97   美豆油  \n",
       "1625     95.98   美豆油  \n",
       "1626     83.28   美豆油  \n",
       "1627     98.29   美豆油  \n",
       "1618     54.38   美豆粕  \n",
       "1619     65.33   美豆粕  \n",
       "1620     75.16   美豆粕  \n",
       "1621     93.72   美豆粕  \n",
       "1622     80.91   美豆粕  \n",
       "1623     72.44   美豆粕  \n",
       "1624     89.02   美豆粕  \n",
       "1625     82.68   美豆粕  \n",
       "1626     96.43   美豆粕  \n",
       "1627     98.78   美豆粕  \n",
       "1532     62.12    美铜  \n",
       "1533     81.95    美铜  \n",
       "1534     64.67    美铜  \n",
       "1535     57.39    美铜  \n",
       "1536     38.56    美铜  \n",
       "1537     47.03    美铜  \n",
       "1538     40.36    美铜  \n",
       "1539     45.29    美铜  \n",
       "1540     43.60    美铜  \n",
       "1541     60.95    美铜  \n",
       "1617    100.00   美黄金  \n",
       "1618    100.00   美黄金  \n",
       "1619     94.85   美黄金  \n",
       "1620     93.94   美黄金  \n",
       "1621    100.00   美黄金  \n",
       "1622     88.04   美黄金  \n",
       "1623     81.51   美黄金  \n",
       "1624     91.67   美黄金  \n",
       "1625     93.00   美黄金  \n",
       "1626    100.00   美黄金  \n",
       "1617     39.59   美白银  \n",
       "1618     50.29   美白银  \n",
       "1619     34.97   美白银  \n",
       "1620     46.54   美白银  \n",
       "1621     27.22   美白银  \n",
       "1622     12.36   美白银  \n",
       "1623     27.27   美白银  \n",
       "1624     34.64   美白银  \n",
       "1625     26.28   美白银  \n",
       "1626     24.35   美白银  \n",
       "1616     42.98    美棉  \n",
       "1617     46.68    美棉  \n",
       "1618     30.68    美棉  \n",
       "1619     40.31    美棉  \n",
       "1620     34.66    美棉  \n",
       "1621     38.57    美棉  \n",
       "1622     43.26    美棉  \n",
       "1623     54.89    美棉  \n",
       "1624     59.60    美棉  \n",
       "1625     61.91    美棉  \n",
       "1615     89.02    美糖  \n",
       "1616     85.28    美糖  \n",
       "1617     67.51    美糖  \n",
       "1618     59.60    美糖  \n",
       "1619     63.92    美糖  \n",
       "1620     74.30    美糖  \n",
       "1621     80.55    美糖  \n",
       "1622     84.72    美糖  \n",
       "1623     86.97    美糖  \n",
       "1624     86.82    美糖  \n",
       "1399     16.62  美元指数  \n",
       "1400      6.35  美元指数  \n",
       "1401      9.77  美元指数  \n",
       "1402     12.43  美元指数  \n",
       "1403     25.04  美元指数  \n",
       "1404     19.49  美元指数  \n",
       "1405     29.23  美元指数  \n",
       "1406     34.10  美元指数  \n",
       "1407     28.88  美元指数  \n",
       "1408     21.56  美元指数  \n",
       "1618     39.44   美玉米  \n",
       "1619     30.25   美玉米  \n",
       "1620     25.20   美玉米  \n",
       "1621     20.48   美玉米  \n",
       "1622     12.75   美玉米  \n",
       "1623     12.75   美玉米  \n",
       "1624     15.82   美玉米  \n",
       "1625     12.99   美玉米  \n",
       "1626     14.00   美玉米  \n",
       "1627     16.83   美玉米  \n",
       "1514     33.30   天然气  \n",
       "1515     43.04   天然气  \n",
       "1516     37.15   天然气  \n",
       "1517     26.07   天然气  \n",
       "1518     15.76   天然气  \n",
       "1519     18.65   天然气  \n",
       "1520     21.43   天然气  \n",
       "1521     17.42   天然气  \n",
       "1522     28.85   天然气  \n",
       "1523     29.94   天然气  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%run CFTC报告.ipynb\n",
    "data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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